In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x281595cba90>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x28159d12ba8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real=tf.placeholder(tf.float32,[None,image_width,image_height,image_channels],name='inputs_real')
inputs_z = tf.placeholder(tf.float32,[None,z_dim],name='inputs_z')
learning_rate=tf.placeholder(tf.float32,name="l_rate")
return inputs_real,inputs_z,learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
#input is 28x28x3
alpha=.2
with tf.variable_scope('discriminator',reuse=reuse):
x1=tf.layers.conv2d(images,64,5,strides=2,padding='same',activation=None)
x1=tf.maximum(alpha*x1,x1)
# 14x14x64
x2=tf.layers.conv2d(x1,128,5,strides=2,padding='same',activation=None)
x2=tf.layers.batch_normalization(x2,training=True)
x2=tf.maximum(alpha*x2,x2)
# 7x7x128
x3=tf.layers.conv2d(x2,256,5,strides=2,padding='same',activation=None)
x3=tf.layers.batch_normalization(x3,training=True)
x3=tf.maximum(alpha*x3,x3)
# 3x3x256
x4=tf.layers.conv2d(x3,512,5,strides=2,padding='same',activation=None)
x4=tf.layers.batch_normalization(x4,training=True)
x4=tf.maximum(alpha*x4,x4)
x3_flat=tf.reshape(x4,(-1,2*2*512))
logits=tf.layers.dense(x3_flat,1)
out=tf.nn.sigmoid(logits)
return out,logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha=.2
with tf.variable_scope('generator',reuse= not is_train):
x1=tf.layers.dense(z,2*2*512)
# 2048
# print(x1.shape)
x1 = tf.reshape(x1, (-1, 2,2, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
x1 = tf.layers.dropout(x1,0.6)
# print(x1.shape)
# 2x2x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='valid')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# print(x2.shape)
# 7x7x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 14x14x128
# print(x3.shape)
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 2, strides=2, padding='same')
# print(logits.shape)
# 28x28x5 now
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
smooth=.1
g_model=generator(input_z,out_channel_dim,is_train=True)
d_model_real,d_logits_real=discriminator(input_real)
d_model_fake,d_logits_fake=discriminator(g_model,reuse=True)
d_loss_real=tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,labels=tf.ones_like(d_logits_real)*(1-smooth)))
d_loss_fake=tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,labels=tf.zeros_like(d_logits_real)))
discriminator_loss=d_loss_real+d_loss_fake
generator_loss=tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,labels=tf.ones_like(d_logits_fake)))
return discriminator_loss,generator_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
trainables=tf.trainable_variables()
discriminator_vars=[trainable for trainable in trainables if 'discriminator' in trainable.name ]
generator_vars=[trainable for trainable in trainables if 'generator' in trainable.name ]
update_ops=tf.get_collection(tf.GraphKeys.UPDATE_OPS)
generator_update_ops=[trainable for trainable in update_ops if 'generator' in trainable.name ]
discriminator_update_ops=[trainable for trainable in update_ops if 'discriminator' in trainable.name ]
with tf.control_dependencies(discriminator_update_ops):
d_train_opt=tf.train.AdamOptimizer(learning_rate=learning_rate,beta1=beta1).minimize(d_loss,var_list=discriminator_vars)
with tf.control_dependencies(generator_update_ops):
g_train_opt=tf.train.AdamOptimizer(learning_rate=learning_rate,beta1=beta1).minimize(g_loss,var_list=generator_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
inputs_real,inputs_z,l_rate=model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss,g_loss=model_loss(inputs_real, inputs_z, data_shape[3])
d_train_opt, g_train_opt=model_opt(d_loss, g_loss, learning_rate, beta1)
step=0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
step +=1
# TODO: Train Model
batch_images = batch_images.reshape(batch_size, data_shape[1], data_shape[2], data_shape[3])
batch_images = batch_images*2.
# print(z_dim)
batch_z=np.random.uniform(-1,1,size=(batch_size,z_dim))
# Run optimizers
_ = sess.run(d_train_opt, feed_dict={ inputs_real: batch_images,inputs_z: batch_z,l_rate:learning_rate})
_ = sess.run(g_train_opt, feed_dict={inputs_z: batch_z, l_rate:learning_rate})
if step % 10 == 0:
train_loss_d = d_loss.eval({inputs_z: batch_z, inputs_real: batch_images})
train_loss_g = g_loss.eval({inputs_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if step % 100 == 0:
_ = show_generator_output(sess, 25, inputs_z, data_shape[3], data_image_mode)
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({inputs_z: batch_z, inputs_real: batch_images})
train_loss_g = g_loss.eval({inputs_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 8
z_dim = 100
learning_rate = .001
beta1 = .2
# tf.reset_default_graph()
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.9532... Generator Loss: 0.8186 Epoch 1/2... Discriminator Loss: 0.3771... Generator Loss: 3.1303 Epoch 1/2... Discriminator Loss: 1.0840... Generator Loss: 0.6402 Epoch 1/2... Discriminator Loss: 0.9122... Generator Loss: 0.9263 Epoch 1/2... Discriminator Loss: 1.3149... Generator Loss: 0.5091 Epoch 1/2... Discriminator Loss: 1.8948... Generator Loss: 0.8006 Epoch 1/2... Discriminator Loss: 1.4248... Generator Loss: 0.6305 Epoch 1/2... Discriminator Loss: 2.4786... Generator Loss: 4.6117 Epoch 1/2... Discriminator Loss: 1.1471... Generator Loss: 1.3337 Epoch 1/2... Discriminator Loss: 1.6257... Generator Loss: 0.3426
Epoch 1/2... Discriminator Loss: 0.6171... Generator Loss: 1.6628 Epoch 1/2... Discriminator Loss: 0.9937... Generator Loss: 1.0261 Epoch 1/2... Discriminator Loss: 0.7559... Generator Loss: 1.1588 Epoch 1/2... Discriminator Loss: 2.4904... Generator Loss: 0.1349 Epoch 1/2... Discriminator Loss: 1.3570... Generator Loss: 0.6356 Epoch 1/2... Discriminator Loss: 0.9289... Generator Loss: 1.0831 Epoch 1/2... Discriminator Loss: 1.4064... Generator Loss: 0.4867 Epoch 1/2... Discriminator Loss: 1.2534... Generator Loss: 0.7457 Epoch 1/2... Discriminator Loss: 1.0369... Generator Loss: 0.9363 Epoch 1/2... Discriminator Loss: 2.0784... Generator Loss: 0.2085
Epoch 1/2... Discriminator Loss: 2.1960... Generator Loss: 0.2241 Epoch 1/2... Discriminator Loss: 1.4064... Generator Loss: 2.4100 Epoch 1/2... Discriminator Loss: 1.1515... Generator Loss: 0.6064 Epoch 1/2... Discriminator Loss: 1.6492... Generator Loss: 0.7030 Epoch 1/2... Discriminator Loss: 1.0612... Generator Loss: 0.7872 Epoch 1/2... Discriminator Loss: 1.7515... Generator Loss: 0.2926 Epoch 1/2... Discriminator Loss: 1.3639... Generator Loss: 0.5257 Epoch 1/2... Discriminator Loss: 1.2420... Generator Loss: 0.8294 Epoch 1/2... Discriminator Loss: 1.2759... Generator Loss: 0.7582 Epoch 1/2... Discriminator Loss: 1.8210... Generator Loss: 0.2651
Epoch 1/2... Discriminator Loss: 1.5268... Generator Loss: 0.3918 Epoch 1/2... Discriminator Loss: 1.0015... Generator Loss: 1.0098 Epoch 1/2... Discriminator Loss: 1.3500... Generator Loss: 0.8384 Epoch 1/2... Discriminator Loss: 1.5023... Generator Loss: 0.4136 Epoch 1/2... Discriminator Loss: 2.1242... Generator Loss: 0.3673 Epoch 1/2... Discriminator Loss: 2.7188... Generator Loss: 0.1236 Epoch 1/2... Discriminator Loss: 1.2037... Generator Loss: 0.5959 Epoch 1/2... Discriminator Loss: 2.9746... Generator Loss: 0.0811 Epoch 1/2... Discriminator Loss: 1.3704... Generator Loss: 0.4831 Epoch 1/2... Discriminator Loss: 1.6895... Generator Loss: 0.3578
Epoch 1/2... Discriminator Loss: 1.1356... Generator Loss: 1.3328 Epoch 1/2... Discriminator Loss: 1.2632... Generator Loss: 0.7349 Epoch 1/2... Discriminator Loss: 1.7660... Generator Loss: 0.3272 Epoch 1/2... Discriminator Loss: 0.7699... Generator Loss: 1.1401 Epoch 1/2... Discriminator Loss: 1.1086... Generator Loss: 1.1827 Epoch 1/2... Discriminator Loss: 1.3916... Generator Loss: 0.4737 Epoch 1/2... Discriminator Loss: 2.8394... Generator Loss: 0.0983 Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.8383 Epoch 1/2... Discriminator Loss: 1.4745... Generator Loss: 0.4357 Epoch 1/2... Discriminator Loss: 1.7289... Generator Loss: 0.3186
Epoch 1/2... Discriminator Loss: 0.9334... Generator Loss: 0.9927 Epoch 1/2... Discriminator Loss: 1.3780... Generator Loss: 0.5543 Epoch 1/2... Discriminator Loss: 1.5143... Generator Loss: 0.5592 Epoch 1/2... Discriminator Loss: 0.7741... Generator Loss: 1.4194 Epoch 1/2... Discriminator Loss: 1.4345... Generator Loss: 0.4349 Epoch 1/2... Discriminator Loss: 2.6776... Generator Loss: 0.1034 Epoch 1/2... Discriminator Loss: 1.9706... Generator Loss: 0.2796 Epoch 1/2... Discriminator Loss: 2.5512... Generator Loss: 0.1655 Epoch 1/2... Discriminator Loss: 2.0882... Generator Loss: 0.2641 Epoch 1/2... Discriminator Loss: 0.8488... Generator Loss: 0.9604
Epoch 1/2... Discriminator Loss: 2.0091... Generator Loss: 0.2212 Epoch 1/2... Discriminator Loss: 1.4378... Generator Loss: 0.4458 Epoch 1/2... Discriminator Loss: 1.2266... Generator Loss: 0.6058 Epoch 1/2... Discriminator Loss: 1.4808... Generator Loss: 0.3958 Epoch 1/2... Discriminator Loss: 1.4061... Generator Loss: 0.5718 Epoch 1/2... Discriminator Loss: 3.4621... Generator Loss: 0.0656 Epoch 1/2... Discriminator Loss: 2.5399... Generator Loss: 0.1247 Epoch 1/2... Discriminator Loss: 1.4185... Generator Loss: 0.4388 Epoch 1/2... Discriminator Loss: 1.6476... Generator Loss: 0.3647 Epoch 1/2... Discriminator Loss: 1.8179... Generator Loss: 0.3123
Epoch 1/2... Discriminator Loss: 0.7808... Generator Loss: 1.6336 Epoch 1/2... Discriminator Loss: 0.8015... Generator Loss: 2.6226 Epoch 1/2... Discriminator Loss: 1.5712... Generator Loss: 0.4036 Epoch 1/2... Discriminator Loss: 2.2116... Generator Loss: 0.2176 Epoch 1/2... Discriminator Loss: 1.2390... Generator Loss: 0.5901 Epoch 1/2... Discriminator Loss: 0.9797... Generator Loss: 0.9237 Epoch 1/2... Discriminator Loss: 2.2533... Generator Loss: 0.1756 Epoch 1/2... Discriminator Loss: 2.8217... Generator Loss: 0.1002 Epoch 1/2... Discriminator Loss: 1.8733... Generator Loss: 0.2543 Epoch 1/2... Discriminator Loss: 1.2530... Generator Loss: 0.5587
Epoch 1/2... Discriminator Loss: 1.2272... Generator Loss: 0.5439 Epoch 1/2... Discriminator Loss: 0.6784... Generator Loss: 1.6944 Epoch 1/2... Discriminator Loss: 1.8460... Generator Loss: 0.2926 Epoch 1/2... Discriminator Loss: 1.0511... Generator Loss: 1.0279 Epoch 1/2... Discriminator Loss: 1.3711... Generator Loss: 0.4564 Epoch 1/2... Discriminator Loss: 1.0112... Generator Loss: 1.6721 Epoch 1/2... Discriminator Loss: 1.0930... Generator Loss: 0.6951 Epoch 1/2... Discriminator Loss: 0.8583... Generator Loss: 1.0259 Epoch 1/2... Discriminator Loss: 1.3529... Generator Loss: 0.5940 Epoch 1/2... Discriminator Loss: 1.3536... Generator Loss: 0.6414
Epoch 1/2... Discriminator Loss: 1.0124... Generator Loss: 1.0575 Epoch 1/2... Discriminator Loss: 0.7278... Generator Loss: 1.2569 Epoch 1/2... Discriminator Loss: 1.6574... Generator Loss: 0.3155 Epoch 1/2... Discriminator Loss: 1.0287... Generator Loss: 1.6419 Epoch 1/2... Discriminator Loss: 0.8898... Generator Loss: 1.2581 Epoch 1/2... Discriminator Loss: 2.3787... Generator Loss: 0.1848 Epoch 1/2... Discriminator Loss: 1.3397... Generator Loss: 1.8428 Epoch 1/2... Discriminator Loss: 1.1325... Generator Loss: 0.6893 Epoch 1/2... Discriminator Loss: 2.0296... Generator Loss: 3.8308 Epoch 1/2... Discriminator Loss: 1.8781... Generator Loss: 0.2580
Epoch 1/2... Discriminator Loss: 1.1924... Generator Loss: 0.6378 Epoch 1/2... Discriminator Loss: 1.0933... Generator Loss: 0.8342 Epoch 1/2... Discriminator Loss: 1.1540... Generator Loss: 0.6077 Epoch 1/2... Discriminator Loss: 1.8561... Generator Loss: 0.2715 Epoch 1/2... Discriminator Loss: 1.5460... Generator Loss: 0.3795 Epoch 1/2... Discriminator Loss: 1.8765... Generator Loss: 0.2878 Epoch 1/2... Discriminator Loss: 1.5039... Generator Loss: 0.3908 Epoch 1/2... Discriminator Loss: 1.2820... Generator Loss: 0.5310 Epoch 1/2... Discriminator Loss: 1.1202... Generator Loss: 0.7659 Epoch 1/2... Discriminator Loss: 1.0378... Generator Loss: 0.7195
Epoch 1/2... Discriminator Loss: 2.2959... Generator Loss: 0.1940 Epoch 1/2... Discriminator Loss: 2.6924... Generator Loss: 0.1303 Epoch 1/2... Discriminator Loss: 1.1884... Generator Loss: 0.7103 Epoch 1/2... Discriminator Loss: 1.9145... Generator Loss: 0.2622 Epoch 1/2... Discriminator Loss: 2.6966... Generator Loss: 0.1138 Epoch 1/2... Discriminator Loss: 2.7887... Generator Loss: 0.0998 Epoch 1/2... Discriminator Loss: 0.9092... Generator Loss: 0.9840 Epoch 1/2... Discriminator Loss: 2.2461... Generator Loss: 0.1763 Epoch 1/2... Discriminator Loss: 0.7385... Generator Loss: 1.2460 Epoch 1/2... Discriminator Loss: 1.8198... Generator Loss: 0.3421
Epoch 1/2... Discriminator Loss: 0.7306... Generator Loss: 1.4818 Epoch 1/2... Discriminator Loss: 0.6472... Generator Loss: 1.9630 Epoch 1/2... Discriminator Loss: 0.7488... Generator Loss: 1.2064 Epoch 1/2... Discriminator Loss: 3.0617... Generator Loss: 0.0873 Epoch 1/2... Discriminator Loss: 1.3513... Generator Loss: 0.4864 Epoch 1/2... Discriminator Loss: 3.1550... Generator Loss: 0.0746 Epoch 1/2... Discriminator Loss: 1.0873... Generator Loss: 0.7748 Epoch 1/2... Discriminator Loss: 0.7607... Generator Loss: 2.3194 Epoch 1/2... Discriminator Loss: 1.7883... Generator Loss: 3.5997 Epoch 1/2... Discriminator Loss: 1.9396... Generator Loss: 0.2597
Epoch 1/2... Discriminator Loss: 2.0477... Generator Loss: 0.2171 Epoch 1/2... Discriminator Loss: 1.6554... Generator Loss: 0.3226 Epoch 1/2... Discriminator Loss: 1.1458... Generator Loss: 0.6281 Epoch 1/2... Discriminator Loss: 1.9727... Generator Loss: 0.2830 Epoch 1/2... Discriminator Loss: 1.7073... Generator Loss: 0.3475 Epoch 1/2... Discriminator Loss: 1.6908... Generator Loss: 2.2053 Epoch 1/2... Discriminator Loss: 1.1268... Generator Loss: 1.0760 Epoch 1/2... Discriminator Loss: 0.8181... Generator Loss: 1.2275 Epoch 1/2... Discriminator Loss: 0.7522... Generator Loss: 2.1803 Epoch 1/2... Discriminator Loss: 0.8787... Generator Loss: 1.8655
Epoch 1/2... Discriminator Loss: 0.9579... Generator Loss: 0.8192 Epoch 1/2... Discriminator Loss: 1.2135... Generator Loss: 0.7168 Epoch 1/2... Discriminator Loss: 0.9605... Generator Loss: 0.8276 Epoch 1/2... Discriminator Loss: 1.0387... Generator Loss: 0.9633 Epoch 1/2... Discriminator Loss: 0.8507... Generator Loss: 1.3488 Epoch 1/2... Discriminator Loss: 2.2714... Generator Loss: 0.1990 Epoch 1/2... Discriminator Loss: 1.0501... Generator Loss: 2.8569 Epoch 1/2... Discriminator Loss: 0.6259... Generator Loss: 1.4348 Epoch 1/2... Discriminator Loss: 1.0463... Generator Loss: 0.7616 Epoch 1/2... Discriminator Loss: 0.7768... Generator Loss: 1.7043
Epoch 1/2... Discriminator Loss: 0.9832... Generator Loss: 1.0039 Epoch 1/2... Discriminator Loss: 2.3138... Generator Loss: 0.1810 Epoch 1/2... Discriminator Loss: 0.6867... Generator Loss: 1.2764 Epoch 1/2... Discriminator Loss: 1.2925... Generator Loss: 0.5514 Epoch 1/2... Discriminator Loss: 1.5809... Generator Loss: 0.4475 Epoch 1/2... Discriminator Loss: 0.7641... Generator Loss: 1.1415 Epoch 1/2... Discriminator Loss: 1.0616... Generator Loss: 2.6026 Epoch 1/2... Discriminator Loss: 0.6339... Generator Loss: 1.4568 Epoch 1/2... Discriminator Loss: 1.4501... Generator Loss: 0.4662 Epoch 1/2... Discriminator Loss: 2.0780... Generator Loss: 0.2371
Epoch 1/2... Discriminator Loss: 0.5517... Generator Loss: 1.8188 Epoch 1/2... Discriminator Loss: 1.2622... Generator Loss: 0.5622 Epoch 1/2... Discriminator Loss: 2.9598... Generator Loss: 0.1112 Epoch 1/2... Discriminator Loss: 0.5703... Generator Loss: 2.0717 Epoch 1/2... Discriminator Loss: 0.8688... Generator Loss: 0.9666 Epoch 1/2... Discriminator Loss: 0.8509... Generator Loss: 0.9580 Epoch 1/2... Discriminator Loss: 0.5493... Generator Loss: 3.7257 Epoch 1/2... Discriminator Loss: 0.6764... Generator Loss: 1.4040 Epoch 1/2... Discriminator Loss: 0.5721... Generator Loss: 4.5983 Epoch 1/2... Discriminator Loss: 2.9330... Generator Loss: 0.1000
Epoch 1/2... Discriminator Loss: 1.4280... Generator Loss: 0.4193 Epoch 1/2... Discriminator Loss: 0.6677... Generator Loss: 1.3392 Epoch 1/2... Discriminator Loss: 1.3383... Generator Loss: 6.1207 Epoch 1/2... Discriminator Loss: 1.0970... Generator Loss: 0.6640 Epoch 1/2... Discriminator Loss: 0.8914... Generator Loss: 2.0584 Epoch 1/2... Discriminator Loss: 0.9309... Generator Loss: 0.9669 Epoch 1/2... Discriminator Loss: 0.9187... Generator Loss: 0.9288 Epoch 1/2... Discriminator Loss: 0.9734... Generator Loss: 1.6737 Epoch 1/2... Discriminator Loss: 0.6789... Generator Loss: 2.5714 Epoch 1/2... Discriminator Loss: 0.5646... Generator Loss: 2.1393
Epoch 1/2... Discriminator Loss: 1.6558... Generator Loss: 0.3406 Epoch 1/2... Discriminator Loss: 1.3015... Generator Loss: 0.5306 Epoch 1/2... Discriminator Loss: 0.6216... Generator Loss: 1.4551 Epoch 1/2... Discriminator Loss: 0.6504... Generator Loss: 1.5431 Epoch 1/2... Discriminator Loss: 2.0442... Generator Loss: 0.2128 Epoch 1/2... Discriminator Loss: 3.3160... Generator Loss: 0.0674 Epoch 1/2... Discriminator Loss: 0.6379... Generator Loss: 1.7774 Epoch 1/2... Discriminator Loss: 2.0807... Generator Loss: 0.2290 Epoch 1/2... Discriminator Loss: 3.0764... Generator Loss: 0.0895 Epoch 1/2... Discriminator Loss: 1.0382... Generator Loss: 0.7488
Epoch 1/2... Discriminator Loss: 0.7665... Generator Loss: 1.1111 Epoch 1/2... Discriminator Loss: 0.9645... Generator Loss: 0.8385 Epoch 1/2... Discriminator Loss: 1.1571... Generator Loss: 0.7151 Epoch 1/2... Discriminator Loss: 0.7651... Generator Loss: 1.0969 Epoch 1/2... Discriminator Loss: 2.3874... Generator Loss: 0.2075 Epoch 1/2... Discriminator Loss: 2.6234... Generator Loss: 0.1765 Epoch 1/2... Discriminator Loss: 1.4926... Generator Loss: 0.4493 Epoch 1/2... Discriminator Loss: 1.1339... Generator Loss: 0.6745 Epoch 1/2... Discriminator Loss: 0.7345... Generator Loss: 1.1562 Epoch 1/2... Discriminator Loss: 0.9277... Generator Loss: 0.8500
Epoch 1/2... Discriminator Loss: 0.6481... Generator Loss: 1.4561 Epoch 1/2... Discriminator Loss: 0.5170... Generator Loss: 3.2304 Epoch 1/2... Discriminator Loss: 0.5233... Generator Loss: 2.1620 Epoch 1/2... Discriminator Loss: 0.6859... Generator Loss: 1.3030 Epoch 1/2... Discriminator Loss: 0.7370... Generator Loss: 1.1977 Epoch 1/2... Discriminator Loss: 2.0616... Generator Loss: 3.0902 Epoch 1/2... Discriminator Loss: 0.9525... Generator Loss: 0.8447 Epoch 1/2... Discriminator Loss: 3.4747... Generator Loss: 0.0595 Epoch 1/2... Discriminator Loss: 0.6128... Generator Loss: 2.6338 Epoch 1/2... Discriminator Loss: 1.0898... Generator Loss: 0.7589
Epoch 1/2... Discriminator Loss: 1.7085... Generator Loss: 0.3887 Epoch 1/2... Discriminator Loss: 1.3419... Generator Loss: 0.5062 Epoch 1/2... Discriminator Loss: 1.3199... Generator Loss: 0.5492 Epoch 1/2... Discriminator Loss: 0.7978... Generator Loss: 1.4351 Epoch 1/2... Discriminator Loss: 0.7864... Generator Loss: 1.1576 Epoch 1/2... Discriminator Loss: 0.8208... Generator Loss: 1.1384 Epoch 1/2... Discriminator Loss: 0.6317... Generator Loss: 1.7077 Epoch 1/2... Discriminator Loss: 1.3731... Generator Loss: 0.5158 Epoch 1/2... Discriminator Loss: 1.2226... Generator Loss: 0.6915 Epoch 1/2... Discriminator Loss: 1.7237... Generator Loss: 0.3221
Epoch 1/2... Discriminator Loss: 1.4245... Generator Loss: 0.4330 Epoch 1/2... Discriminator Loss: 0.7972... Generator Loss: 1.2605 Epoch 1/2... Discriminator Loss: 0.9523... Generator Loss: 0.9411 Epoch 1/2... Discriminator Loss: 1.4220... Generator Loss: 0.4991 Epoch 1/2... Discriminator Loss: 0.6792... Generator Loss: 1.3108 Epoch 1/2... Discriminator Loss: 0.5857... Generator Loss: 1.7661 Epoch 1/2... Discriminator Loss: 1.1770... Generator Loss: 0.6066 Epoch 1/2... Discriminator Loss: 0.5861... Generator Loss: 1.6526 Epoch 1/2... Discriminator Loss: 2.0635... Generator Loss: 0.2637 Epoch 1/2... Discriminator Loss: 1.4399... Generator Loss: 0.7268
Epoch 1/2... Discriminator Loss: 1.7051... Generator Loss: 0.4438 Epoch 1/2... Discriminator Loss: 0.8466... Generator Loss: 1.0248 Epoch 1/2... Discriminator Loss: 0.8009... Generator Loss: 1.0394 Epoch 1/2... Discriminator Loss: 1.0496... Generator Loss: 0.7722 Epoch 1/2... Discriminator Loss: 2.6725... Generator Loss: 0.1421 Epoch 1/2... Discriminator Loss: 1.3856... Generator Loss: 0.4860 Epoch 1/2... Discriminator Loss: 1.3329... Generator Loss: 0.6421 Epoch 1/2... Discriminator Loss: 1.9092... Generator Loss: 0.3868 Epoch 1/2... Discriminator Loss: 0.8559... Generator Loss: 1.2079 Epoch 1/2... Discriminator Loss: 0.7226... Generator Loss: 1.6630
Epoch 1/2... Discriminator Loss: 0.8490... Generator Loss: 0.9651 Epoch 1/2... Discriminator Loss: 1.0727... Generator Loss: 0.6903 Epoch 1/2... Discriminator Loss: 1.8318... Generator Loss: 0.3339 Epoch 1/2... Discriminator Loss: 2.4083... Generator Loss: 0.1818 Epoch 1/2... Discriminator Loss: 1.4273... Generator Loss: 0.4599 Epoch 1/2... Discriminator Loss: 0.8042... Generator Loss: 1.0772 Epoch 1/2... Discriminator Loss: 0.7741... Generator Loss: 1.2732 Epoch 1/2... Discriminator Loss: 1.5882... Generator Loss: 0.3864 Epoch 1/2... Discriminator Loss: 0.4817... Generator Loss: 2.4386 Epoch 1/2... Discriminator Loss: 0.9423... Generator Loss: 1.0555
Epoch 1/2... Discriminator Loss: 1.1500... Generator Loss: 0.6346 Epoch 1/2... Discriminator Loss: 1.7461... Generator Loss: 0.3021 Epoch 1/2... Discriminator Loss: 0.6068... Generator Loss: 1.5647 Epoch 1/2... Discriminator Loss: 0.5723... Generator Loss: 2.3119 Epoch 1/2... Discriminator Loss: 0.8020... Generator Loss: 1.2012 Epoch 1/2... Discriminator Loss: 0.8252... Generator Loss: 2.9720 Epoch 1/2... Discriminator Loss: 2.6814... Generator Loss: 0.1789 Epoch 1/2... Discriminator Loss: 0.8753... Generator Loss: 0.9226 Epoch 1/2... Discriminator Loss: 2.5015... Generator Loss: 0.1892 Epoch 1/2... Discriminator Loss: 1.2472... Generator Loss: 0.6065
Epoch 1/2... Discriminator Loss: 1.1764... Generator Loss: 0.7524 Epoch 1/2... Discriminator Loss: 2.3808... Generator Loss: 0.1678 Epoch 1/2... Discriminator Loss: 1.7457... Generator Loss: 0.3774 Epoch 1/2... Discriminator Loss: 1.3913... Generator Loss: 0.4753 Epoch 1/2... Discriminator Loss: 1.0066... Generator Loss: 2.2921 Epoch 1/2... Discriminator Loss: 0.7411... Generator Loss: 1.3039 Epoch 1/2... Discriminator Loss: 0.5510... Generator Loss: 2.0208 Epoch 1/2... Discriminator Loss: 0.8868... Generator Loss: 2.8952 Epoch 1/2... Discriminator Loss: 0.5618... Generator Loss: 1.8080 Epoch 1/2... Discriminator Loss: 1.5014... Generator Loss: 0.4146
Epoch 1/2... Discriminator Loss: 1.1713... Generator Loss: 0.6801 Epoch 1/2... Discriminator Loss: 0.8178... Generator Loss: 1.0064 Epoch 1/2... Discriminator Loss: 0.6870... Generator Loss: 2.7843 Epoch 1/2... Discriminator Loss: 1.3197... Generator Loss: 0.4950 Epoch 1/2... Discriminator Loss: 1.0205... Generator Loss: 0.7119 Epoch 1/2... Discriminator Loss: 0.7998... Generator Loss: 3.5596 Epoch 1/2... Discriminator Loss: 0.8652... Generator Loss: 1.0127 Epoch 1/2... Discriminator Loss: 0.9965... Generator Loss: 0.7598 Epoch 1/2... Discriminator Loss: 0.8555... Generator Loss: 1.1045 Epoch 1/2... Discriminator Loss: 3.3059... Generator Loss: 0.0723
Epoch 1/2... Discriminator Loss: 0.4415... Generator Loss: 2.8156 Epoch 1/2... Discriminator Loss: 0.4819... Generator Loss: 2.2619 Epoch 1/2... Discriminator Loss: 0.4760... Generator Loss: 2.1854 Epoch 1/2... Discriminator Loss: 0.9337... Generator Loss: 4.8725 Epoch 1/2... Discriminator Loss: 1.8520... Generator Loss: 0.2897 Epoch 1/2... Discriminator Loss: 1.1496... Generator Loss: 0.7700 Epoch 1/2... Discriminator Loss: 0.7394... Generator Loss: 2.2825 Epoch 1/2... Discriminator Loss: 1.6335... Generator Loss: 0.3647 Epoch 1/2... Discriminator Loss: 0.9327... Generator Loss: 1.0749 Epoch 1/2... Discriminator Loss: 0.8615... Generator Loss: 0.9929
Epoch 1/2... Discriminator Loss: 0.7626... Generator Loss: 1.1430 Epoch 1/2... Discriminator Loss: 0.8786... Generator Loss: 1.5752 Epoch 1/2... Discriminator Loss: 2.9818... Generator Loss: 0.0939 Epoch 1/2... Discriminator Loss: 0.9856... Generator Loss: 0.8129 Epoch 1/2... Discriminator Loss: 2.4626... Generator Loss: 0.2767 Epoch 1/2... Discriminator Loss: 1.8416... Generator Loss: 0.2911 Epoch 1/2... Discriminator Loss: 0.9970... Generator Loss: 0.8848 Epoch 1/2... Discriminator Loss: 2.7806... Generator Loss: 0.1472 Epoch 1/2... Discriminator Loss: 1.5852... Generator Loss: 0.3945 Epoch 1/2... Discriminator Loss: 2.7544... Generator Loss: 0.1074
Epoch 1/2... Discriminator Loss: 1.2428... Generator Loss: 0.5957 Epoch 1/2... Discriminator Loss: 2.2399... Generator Loss: 0.2504 Epoch 1/2... Discriminator Loss: 0.6485... Generator Loss: 1.3929 Epoch 1/2... Discriminator Loss: 0.7026... Generator Loss: 1.2599 Epoch 1/2... Discriminator Loss: 1.6705... Generator Loss: 0.3360 Epoch 1/2... Discriminator Loss: 1.1937... Generator Loss: 4.2651 Epoch 1/2... Discriminator Loss: 0.6068... Generator Loss: 1.6407 Epoch 1/2... Discriminator Loss: 1.1807... Generator Loss: 0.6174 Epoch 1/2... Discriminator Loss: 1.1184... Generator Loss: 0.7617 Epoch 1/2... Discriminator Loss: 2.3980... Generator Loss: 0.2427
Epoch 1/2... Discriminator Loss: 1.5980... Generator Loss: 0.3905 Epoch 1/2... Discriminator Loss: 0.5997... Generator Loss: 1.5537 Epoch 1/2... Discriminator Loss: 1.2025... Generator Loss: 0.6142 Epoch 1/2... Discriminator Loss: 2.2265... Generator Loss: 0.1760 Epoch 1/2... Discriminator Loss: 0.9894... Generator Loss: 1.1451 Epoch 1/2... Discriminator Loss: 1.2809... Generator Loss: 0.7023 Epoch 1/2... Discriminator Loss: 2.7188... Generator Loss: 0.1331 Epoch 1/2... Discriminator Loss: 1.4193... Generator Loss: 0.4307 Epoch 1/2... Discriminator Loss: 1.7543... Generator Loss: 0.3514 Epoch 1/2... Discriminator Loss: 1.5716... Generator Loss: 0.4071
Epoch 1/2... Discriminator Loss: 0.5210... Generator Loss: 1.8566 Epoch 1/2... Discriminator Loss: 1.0338... Generator Loss: 0.7569 Epoch 1/2... Discriminator Loss: 1.1662... Generator Loss: 0.8799 Epoch 1/2... Discriminator Loss: 0.4663... Generator Loss: 2.0955 Epoch 1/2... Discriminator Loss: 1.5415... Generator Loss: 0.5347 Epoch 1/2... Discriminator Loss: 1.9233... Generator Loss: 0.3173 Epoch 1/2... Discriminator Loss: 2.5396... Generator Loss: 0.1716 Epoch 1/2... Discriminator Loss: 2.3028... Generator Loss: 0.1957 Epoch 1/2... Discriminator Loss: 2.5462... Generator Loss: 0.1921 Epoch 1/2... Discriminator Loss: 1.0299... Generator Loss: 1.1497
Epoch 1/2... Discriminator Loss: 1.8531... Generator Loss: 0.2777 Epoch 1/2... Discriminator Loss: 1.6983... Generator Loss: 0.3396 Epoch 1/2... Discriminator Loss: 0.4854... Generator Loss: 2.2175 Epoch 1/2... Discriminator Loss: 0.9260... Generator Loss: 0.8683 Epoch 1/2... Discriminator Loss: 0.8127... Generator Loss: 1.3685 Epoch 1/2... Discriminator Loss: 1.4412... Generator Loss: 0.4779 Epoch 1/2... Discriminator Loss: 0.6770... Generator Loss: 2.2650 Epoch 1/2... Discriminator Loss: 0.9585... Generator Loss: 1.4234 Epoch 1/2... Discriminator Loss: 0.7524... Generator Loss: 1.2210 Epoch 1/2... Discriminator Loss: 2.2558... Generator Loss: 0.3803
Epoch 1/2... Discriminator Loss: 1.2985... Generator Loss: 0.6755 Epoch 1/2... Discriminator Loss: 0.9654... Generator Loss: 0.8948 Epoch 1/2... Discriminator Loss: 0.6313... Generator Loss: 1.5475 Epoch 1/2... Discriminator Loss: 1.3069... Generator Loss: 0.5288 Epoch 1/2... Discriminator Loss: 0.6984... Generator Loss: 1.3887 Epoch 1/2... Discriminator Loss: 0.7826... Generator Loss: 1.5108 Epoch 1/2... Discriminator Loss: 1.9320... Generator Loss: 0.2778 Epoch 1/2... Discriminator Loss: 0.9831... Generator Loss: 0.7534 Epoch 1/2... Discriminator Loss: 1.7958... Generator Loss: 0.4275 Epoch 1/2... Discriminator Loss: 1.2558... Generator Loss: 0.5773
Epoch 1/2... Discriminator Loss: 1.6665... Generator Loss: 0.3859 Epoch 1/2... Discriminator Loss: 2.5919... Generator Loss: 0.2584 Epoch 1/2... Discriminator Loss: 2.6628... Generator Loss: 0.1956 Epoch 1/2... Discriminator Loss: 2.6639... Generator Loss: 0.1477 Epoch 1/2... Discriminator Loss: 1.2802... Generator Loss: 0.5932 Epoch 1/2... Discriminator Loss: 0.6214... Generator Loss: 1.6844 Epoch 1/2... Discriminator Loss: 1.0925... Generator Loss: 0.6871 Epoch 1/2... Discriminator Loss: 0.8731... Generator Loss: 1.1517 Epoch 1/2... Discriminator Loss: 0.9317... Generator Loss: 1.2415 Epoch 1/2... Discriminator Loss: 2.6425... Generator Loss: 0.1735
Epoch 1/2... Discriminator Loss: 0.5729... Generator Loss: 2.3180 Epoch 1/2... Discriminator Loss: 1.6017... Generator Loss: 0.3704 Epoch 1/2... Discriminator Loss: 0.6238... Generator Loss: 1.5051 Epoch 1/2... Discriminator Loss: 2.5409... Generator Loss: 0.2199 Epoch 1/2... Discriminator Loss: 0.5274... Generator Loss: 2.0186 Epoch 1/2... Discriminator Loss: 0.7986... Generator Loss: 1.2163 Epoch 1/2... Discriminator Loss: 0.9230... Generator Loss: 1.2937 Epoch 1/2... Discriminator Loss: 1.3892... Generator Loss: 0.6224 Epoch 1/2... Discriminator Loss: 2.4885... Generator Loss: 0.1974 Epoch 1/2... Discriminator Loss: 0.7436... Generator Loss: 2.0145
Epoch 1/2... Discriminator Loss: 1.1743... Generator Loss: 0.6205 Epoch 1/2... Discriminator Loss: 0.6619... Generator Loss: 1.6460 Epoch 1/2... Discriminator Loss: 0.7875... Generator Loss: 1.1451 Epoch 1/2... Discriminator Loss: 1.5985... Generator Loss: 0.4130 Epoch 1/2... Discriminator Loss: 0.8919... Generator Loss: 0.9314 Epoch 1/2... Discriminator Loss: 0.7348... Generator Loss: 1.5656 Epoch 1/2... Discriminator Loss: 1.2265... Generator Loss: 0.8297 Epoch 1/2... Discriminator Loss: 0.7127... Generator Loss: 1.4426 Epoch 1/2... Discriminator Loss: 0.8819... Generator Loss: 1.1389 Epoch 1/2... Discriminator Loss: 0.7232... Generator Loss: 1.4613
Epoch 1/2... Discriminator Loss: 0.9198... Generator Loss: 3.5083 Epoch 1/2... Discriminator Loss: 1.9393... Generator Loss: 0.3257 Epoch 1/2... Discriminator Loss: 1.4489... Generator Loss: 0.5092 Epoch 1/2... Discriminator Loss: 1.0240... Generator Loss: 0.8123 Epoch 1/2... Discriminator Loss: 1.2594... Generator Loss: 0.6365 Epoch 1/2... Discriminator Loss: 1.5404... Generator Loss: 0.4775 Epoch 1/2... Discriminator Loss: 2.4176... Generator Loss: 0.1858 Epoch 1/2... Discriminator Loss: 0.8685... Generator Loss: 1.0731 Epoch 1/2... Discriminator Loss: 0.5586... Generator Loss: 1.6943 Epoch 1/2... Discriminator Loss: 0.9698... Generator Loss: 0.8586
Epoch 1/2... Discriminator Loss: 2.5673... Generator Loss: 4.4211 Epoch 1/2... Discriminator Loss: 0.9149... Generator Loss: 1.0558 Epoch 1/2... Discriminator Loss: 0.5976... Generator Loss: 1.5914 Epoch 1/2... Discriminator Loss: 1.2635... Generator Loss: 0.5236 Epoch 1/2... Discriminator Loss: 1.2906... Generator Loss: 0.5162 Epoch 1/2... Discriminator Loss: 2.5071... Generator Loss: 0.2474 Epoch 1/2... Discriminator Loss: 1.4328... Generator Loss: 0.4942 Epoch 1/2... Discriminator Loss: 1.3676... Generator Loss: 0.6057 Epoch 1/2... Discriminator Loss: 2.6725... Generator Loss: 0.1363 Epoch 1/2... Discriminator Loss: 1.3010... Generator Loss: 0.5604
Epoch 1/2... Discriminator Loss: 1.4009... Generator Loss: 0.4597 Epoch 1/2... Discriminator Loss: 0.8355... Generator Loss: 1.0659 Epoch 1/2... Discriminator Loss: 0.9633... Generator Loss: 0.8650 Epoch 1/2... Discriminator Loss: 2.2686... Generator Loss: 0.2547 Epoch 1/2... Discriminator Loss: 1.0553... Generator Loss: 0.7620 Epoch 1/2... Discriminator Loss: 1.1321... Generator Loss: 0.9549 Epoch 1/2... Discriminator Loss: 0.6821... Generator Loss: 1.3818 Epoch 1/2... Discriminator Loss: 0.8325... Generator Loss: 1.3420 Epoch 1/2... Discriminator Loss: 0.4912... Generator Loss: 2.3661 Epoch 1/2... Discriminator Loss: 0.4873... Generator Loss: 2.8333
Epoch 1/2... Discriminator Loss: 0.8491... Generator Loss: 1.0677 Epoch 1/2... Discriminator Loss: 0.9604... Generator Loss: 0.8532 Epoch 1/2... Discriminator Loss: 1.0706... Generator Loss: 0.8061 Epoch 1/2... Discriminator Loss: 2.6029... Generator Loss: 0.1429 Epoch 1/2... Discriminator Loss: 1.1120... Generator Loss: 0.6662 Epoch 1/2... Discriminator Loss: 3.4785... Generator Loss: 0.0668 Epoch 1/2... Discriminator Loss: 1.3903... Generator Loss: 0.5024 Epoch 1/2... Discriminator Loss: 0.8316... Generator Loss: 4.0816 Epoch 1/2... Discriminator Loss: 0.9936... Generator Loss: 0.8070 Epoch 1/2... Discriminator Loss: 0.9959... Generator Loss: 0.8245
Epoch 1/2... Discriminator Loss: 0.7973... Generator Loss: 1.2508 Epoch 1/2... Discriminator Loss: 3.1461... Generator Loss: 0.0911 Epoch 1/2... Discriminator Loss: 0.9419... Generator Loss: 1.0305 Epoch 1/2... Discriminator Loss: 1.1661... Generator Loss: 0.5896 Epoch 1/2... Discriminator Loss: 1.2584... Generator Loss: 0.6637 Epoch 1/2... Discriminator Loss: 2.1628... Generator Loss: 0.1950 Epoch 1/2... Discriminator Loss: 1.3729... Generator Loss: 0.5453 Epoch 1/2... Discriminator Loss: 1.8489... Generator Loss: 0.3083 Epoch 1/2... Discriminator Loss: 0.4179... Generator Loss: 3.3050 Epoch 1/2... Discriminator Loss: 0.5570... Generator Loss: 1.8082
Epoch 1/2... Discriminator Loss: 1.9540... Generator Loss: 0.2785 Epoch 1/2... Discriminator Loss: 3.0957... Generator Loss: 0.1154 Epoch 1/2... Discriminator Loss: 0.9150... Generator Loss: 0.9175 Epoch 1/2... Discriminator Loss: 0.9940... Generator Loss: 0.9430 Epoch 1/2... Discriminator Loss: 1.6668... Generator Loss: 0.3111 Epoch 1/2... Discriminator Loss: 1.1292... Generator Loss: 0.7199 Epoch 1/2... Discriminator Loss: 0.8622... Generator Loss: 1.2403 Epoch 1/2... Discriminator Loss: 0.9590... Generator Loss: 1.2089 Epoch 1/2... Discriminator Loss: 3.0212... Generator Loss: 0.1139 Epoch 1/2... Discriminator Loss: 1.9938... Generator Loss: 0.2306
Epoch 1/2... Discriminator Loss: 1.2747... Generator Loss: 0.6439 Epoch 1/2... Discriminator Loss: 1.0136... Generator Loss: 0.8369 Epoch 1/2... Discriminator Loss: 0.5211... Generator Loss: 1.8833 Epoch 1/2... Discriminator Loss: 1.5777... Generator Loss: 0.3741 Epoch 1/2... Discriminator Loss: 1.3297... Generator Loss: 0.5463 Epoch 1/2... Discriminator Loss: 0.7299... Generator Loss: 2.0357 Epoch 1/2... Discriminator Loss: 1.0193... Generator Loss: 0.7357 Epoch 1/2... Discriminator Loss: 0.5660... Generator Loss: 1.8197 Epoch 1/2... Discriminator Loss: 0.4948... Generator Loss: 1.9660 Epoch 1/2... Discriminator Loss: 0.8018... Generator Loss: 1.0986
Epoch 1/2... Discriminator Loss: 1.4559... Generator Loss: 0.4444 Epoch 1/2... Discriminator Loss: 0.7456... Generator Loss: 1.1951 Epoch 1/2... Discriminator Loss: 0.6196... Generator Loss: 1.6052 Epoch 1/2... Discriminator Loss: 0.9730... Generator Loss: 2.3651 Epoch 1/2... Discriminator Loss: 1.7738... Generator Loss: 0.5297 Epoch 1/2... Discriminator Loss: 1.1653... Generator Loss: 0.6381 Epoch 1/2... Discriminator Loss: 0.5783... Generator Loss: 1.7991 Epoch 1/2... Discriminator Loss: 0.3970... Generator Loss: 5.1516 Epoch 1/2... Discriminator Loss: 1.5445... Generator Loss: 0.3662 Epoch 1/2... Discriminator Loss: 0.6726... Generator Loss: 1.6129
Epoch 1/2... Discriminator Loss: 1.0285... Generator Loss: 0.8720 Epoch 1/2... Discriminator Loss: 0.4512... Generator Loss: 2.8443 Epoch 1/2... Discriminator Loss: 0.7814... Generator Loss: 3.5962 Epoch 1/2... Discriminator Loss: 1.9332... Generator Loss: 0.3427 Epoch 1/2... Discriminator Loss: 0.9441... Generator Loss: 0.9006 Epoch 1/2... Discriminator Loss: 1.1375... Generator Loss: 0.6095 Epoch 1/2... Discriminator Loss: 0.5921... Generator Loss: 2.3615 Epoch 1/2... Discriminator Loss: 0.8340... Generator Loss: 1.3660 Epoch 1/2... Discriminator Loss: 1.4723... Generator Loss: 0.5461 Epoch 1/2... Discriminator Loss: 0.6457... Generator Loss: 1.4860
Epoch 1/2... Discriminator Loss: 0.5532... Generator Loss: 2.0789 Epoch 1/2... Discriminator Loss: 0.8555... Generator Loss: 0.9922 Epoch 1/2... Discriminator Loss: 0.6497... Generator Loss: 2.1645 Epoch 1/2... Discriminator Loss: 0.9765... Generator Loss: 0.7676 Epoch 1/2... Discriminator Loss: 1.6437... Generator Loss: 0.3642 Epoch 1/2... Discriminator Loss: 1.3469... Generator Loss: 0.6077 Epoch 1/2... Discriminator Loss: 0.4050... Generator Loss: 3.2487 Epoch 1/2... Discriminator Loss: 1.5064... Generator Loss: 0.4146 Epoch 1/2... Discriminator Loss: 0.5910... Generator Loss: 2.0283 Epoch 1/2... Discriminator Loss: 2.6839... Generator Loss: 0.1710
Epoch 1/2... Discriminator Loss: 1.2094... Generator Loss: 0.6545 Epoch 1/2... Discriminator Loss: 2.6854... Generator Loss: 0.1406 Epoch 1/2... Discriminator Loss: 0.6986... Generator Loss: 1.7006 Epoch 1/2... Discriminator Loss: 0.4295... Generator Loss: 2.9765 Epoch 1/2... Discriminator Loss: 2.4724... Generator Loss: 0.2828 Epoch 1/2... Discriminator Loss: 0.7040... Generator Loss: 1.3259 Epoch 1/2... Discriminator Loss: 1.0469... Generator Loss: 0.8595 Epoch 1/2... Discriminator Loss: 1.4431... Generator Loss: 0.5305 Epoch 1/2... Discriminator Loss: 1.4011... Generator Loss: 0.5993 Epoch 1/2... Discriminator Loss: 1.2525... Generator Loss: 0.6654
Epoch 1/2... Discriminator Loss: 2.4314... Generator Loss: 0.1959 Epoch 1/2... Discriminator Loss: 1.4086... Generator Loss: 0.4900 Epoch 1/2... Discriminator Loss: 1.3500... Generator Loss: 0.5338 Epoch 1/2... Discriminator Loss: 0.5812... Generator Loss: 1.8295 Epoch 1/2... Discriminator Loss: 0.8351... Generator Loss: 1.3209 Epoch 1/2... Discriminator Loss: 2.6895... Generator Loss: 0.1680 Epoch 1/2... Discriminator Loss: 3.1933... Generator Loss: 0.0892 Epoch 1/2... Discriminator Loss: 0.4422... Generator Loss: 2.9558 Epoch 1/2... Discriminator Loss: 0.7877... Generator Loss: 1.7898 Epoch 1/2... Discriminator Loss: 2.1864... Generator Loss: 0.2203
Epoch 1/2... Discriminator Loss: 0.7957... Generator Loss: 1.0835 Epoch 1/2... Discriminator Loss: 1.6844... Generator Loss: 0.5618 Epoch 1/2... Discriminator Loss: 1.0688... Generator Loss: 0.9527 Epoch 1/2... Discriminator Loss: 2.2345... Generator Loss: 0.2336 Epoch 1/2... Discriminator Loss: 2.3320... Generator Loss: 0.3886 Epoch 1/2... Discriminator Loss: 2.4924... Generator Loss: 0.1802 Epoch 1/2... Discriminator Loss: 1.3332... Generator Loss: 0.4935 Epoch 1/2... Discriminator Loss: 2.1336... Generator Loss: 0.2057 Epoch 1/2... Discriminator Loss: 1.4778... Generator Loss: 0.4990 Epoch 1/2... Discriminator Loss: 0.9826... Generator Loss: 0.8252
Epoch 1/2... Discriminator Loss: 0.5779... Generator Loss: 1.8729 Epoch 1/2... Discriminator Loss: 0.7079... Generator Loss: 1.2745 Epoch 1/2... Discriminator Loss: 0.3709... Generator Loss: 4.1513 Epoch 1/2... Discriminator Loss: 1.8873... Generator Loss: 0.3142 Epoch 1/2... Discriminator Loss: 0.7323... Generator Loss: 1.2671 Epoch 1/2... Discriminator Loss: 0.7173... Generator Loss: 1.3070 Epoch 1/2... Discriminator Loss: 0.8762... Generator Loss: 0.9098 Epoch 1/2... Discriminator Loss: 2.9240... Generator Loss: 0.1124 Epoch 1/2... Discriminator Loss: 1.4752... Generator Loss: 0.4090 Epoch 1/2... Discriminator Loss: 0.7816... Generator Loss: 1.1557
Epoch 1/2... Discriminator Loss: 0.6544... Generator Loss: 1.4828 Epoch 1/2... Discriminator Loss: 1.8523... Generator Loss: 0.4742 Epoch 1/2... Discriminator Loss: 0.9148... Generator Loss: 2.3165 Epoch 1/2... Discriminator Loss: 0.7263... Generator Loss: 1.4590 Epoch 1/2... Discriminator Loss: 0.9951... Generator Loss: 1.3674 Epoch 1/2... Discriminator Loss: 1.0293... Generator Loss: 0.7242 Epoch 1/2... Discriminator Loss: 1.2741... Generator Loss: 0.5368 Epoch 1/2... Discriminator Loss: 1.6620... Generator Loss: 0.4730 Epoch 1/2... Discriminator Loss: 0.6822... Generator Loss: 1.5842 Epoch 1/2... Discriminator Loss: 1.0070... Generator Loss: 0.7338
Epoch 1/2... Discriminator Loss: 0.6929... Generator Loss: 1.2530 Epoch 1/2... Discriminator Loss: 1.3228... Generator Loss: 0.5000 Epoch 1/2... Discriminator Loss: 2.6832... Generator Loss: 0.2018 Epoch 1/2... Discriminator Loss: 1.2244... Generator Loss: 0.6401 Epoch 1/2... Discriminator Loss: 0.8148... Generator Loss: 1.6032 Epoch 1/2... Discriminator Loss: 0.5210... Generator Loss: 3.7328 Epoch 1/2... Discriminator Loss: 0.7897... Generator Loss: 1.2054 Epoch 1/2... Discriminator Loss: 0.9342... Generator Loss: 1.1620 Epoch 1/2... Discriminator Loss: 0.9811... Generator Loss: 0.8002 Epoch 1/2... Discriminator Loss: 1.5225... Generator Loss: 0.4884
Epoch 1/2... Discriminator Loss: 1.8152... Generator Loss: 0.4613 Epoch 1/2... Discriminator Loss: 1.1239... Generator Loss: 0.8371 Epoch 1/2... Discriminator Loss: 0.5591... Generator Loss: 2.5181 Epoch 1/2... Discriminator Loss: 1.0545... Generator Loss: 0.7919 Epoch 1/2... Discriminator Loss: 0.5187... Generator Loss: 2.0697 Epoch 1/2... Discriminator Loss: 0.9445... Generator Loss: 3.2417 Epoch 1/2... Discriminator Loss: 1.0173... Generator Loss: 0.7707 Epoch 1/2... Discriminator Loss: 1.6965... Generator Loss: 0.3298 Epoch 1/2... Discriminator Loss: 1.1702... Generator Loss: 0.6143 Epoch 1/2... Discriminator Loss: 1.0635... Generator Loss: 0.7286
Epoch 1/2... Discriminator Loss: 0.7198... Generator Loss: 1.2064 Epoch 1/2... Discriminator Loss: 1.5938... Generator Loss: 0.4369 Epoch 1/2... Discriminator Loss: 0.8819... Generator Loss: 0.9769 Epoch 1/2... Discriminator Loss: 0.5751... Generator Loss: 1.6075 Epoch 1/2... Discriminator Loss: 0.4988... Generator Loss: 2.6139 Epoch 1/2... Discriminator Loss: 0.9398... Generator Loss: 0.8378 Epoch 1/2... Discriminator Loss: 1.3793... Generator Loss: 0.5723 Epoch 1/2... Discriminator Loss: 1.8111... Generator Loss: 0.3918 Epoch 1/2... Discriminator Loss: 1.5698... Generator Loss: 0.4853 Epoch 1/2... Discriminator Loss: 0.9826... Generator Loss: 4.1980
Epoch 1/2... Discriminator Loss: 2.8018... Generator Loss: 0.1519 Epoch 1/2... Discriminator Loss: 0.5617... Generator Loss: 2.2179 Epoch 1/2... Discriminator Loss: 1.1596... Generator Loss: 0.6486 Epoch 1/2... Discriminator Loss: 0.6183... Generator Loss: 1.8551 Epoch 1/2... Discriminator Loss: 0.8928... Generator Loss: 2.5895 Epoch 1/2... Discriminator Loss: 1.9365... Generator Loss: 0.2917 Epoch 1/2... Discriminator Loss: 0.9356... Generator Loss: 0.9061 Epoch 1/2... Discriminator Loss: 1.4933... Generator Loss: 0.4749 Epoch 1/2... Discriminator Loss: 1.3063... Generator Loss: 0.5771 Epoch 1/2... Discriminator Loss: 0.5712... Generator Loss: 2.3216
Epoch 1/2... Discriminator Loss: 0.6866... Generator Loss: 1.3078 Epoch 1/2... Discriminator Loss: 1.6069... Generator Loss: 0.4337 Epoch 1/2... Discriminator Loss: 0.7097... Generator Loss: 1.3172 Epoch 1/2... Discriminator Loss: 0.4966... Generator Loss: 2.1264 Epoch 1/2... Discriminator Loss: 1.4277... Generator Loss: 0.5703 Epoch 1/2... Discriminator Loss: 1.2116... Generator Loss: 0.6200 Epoch 1/2... Discriminator Loss: 0.6168... Generator Loss: 1.4524 Epoch 1/2... Discriminator Loss: 1.6901... Generator Loss: 0.3655 Epoch 1/2... Discriminator Loss: 0.9597... Generator Loss: 0.8716 Epoch 1/2... Discriminator Loss: 1.0079... Generator Loss: 0.9062
Epoch 1/2... Discriminator Loss: 0.8894... Generator Loss: 1.0597 Epoch 1/2... Discriminator Loss: 0.9355... Generator Loss: 0.7997 Epoch 1/2... Discriminator Loss: 1.1245... Generator Loss: 3.4357 Epoch 1/2... Discriminator Loss: 1.7620... Generator Loss: 0.2959 Epoch 1/2... Discriminator Loss: 0.6951... Generator Loss: 1.2819 Epoch 1/2... Discriminator Loss: 1.3699... Generator Loss: 0.5219 Epoch 1/2... Discriminator Loss: 0.9916... Generator Loss: 0.7851 Epoch 1/2... Discriminator Loss: 2.2537... Generator Loss: 0.2020 Epoch 1/2... Discriminator Loss: 1.4559... Generator Loss: 0.4194 Epoch 1/2... Discriminator Loss: 1.0508... Generator Loss: 0.7712
Epoch 1/2... Discriminator Loss: 0.9499... Generator Loss: 1.3502 Epoch 1/2... Discriminator Loss: 1.2087... Generator Loss: 0.7656 Epoch 1/2... Discriminator Loss: 1.3286... Generator Loss: 0.4904 Epoch 1/2... Discriminator Loss: 1.7701... Generator Loss: 0.3978 Epoch 1/2... Discriminator Loss: 1.3413... Generator Loss: 0.5803 Epoch 1/2... Discriminator Loss: 2.2813... Generator Loss: 0.2084 Epoch 1/2... Discriminator Loss: 2.3559... Generator Loss: 0.3362 Epoch 1/2... Discriminator Loss: 1.8494... Generator Loss: 0.3040 Epoch 1/2... Discriminator Loss: 0.7185... Generator Loss: 1.6656 Epoch 1/2... Discriminator Loss: 1.2388... Generator Loss: 0.6873
Epoch 1/2... Discriminator Loss: 1.0010... Generator Loss: 0.8116 Epoch 1/2... Discriminator Loss: 0.4441... Generator Loss: 2.7985 Epoch 1/2... Discriminator Loss: 0.9178... Generator Loss: 0.9047 Epoch 1/2... Discriminator Loss: 2.1792... Generator Loss: 0.1954 Epoch 1/2... Discriminator Loss: 1.5153... Generator Loss: 0.4339 Epoch 1/2... Discriminator Loss: 1.5047... Generator Loss: 0.4006 Epoch 1/2... Discriminator Loss: 1.9318... Generator Loss: 0.2399 Epoch 1/2... Discriminator Loss: 0.7379... Generator Loss: 1.1213 Epoch 1/2... Discriminator Loss: 0.7680... Generator Loss: 1.0767 Epoch 1/2... Discriminator Loss: 0.4800... Generator Loss: 3.2069
Epoch 1/2... Discriminator Loss: 0.5843... Generator Loss: 3.5226 Epoch 1/2... Discriminator Loss: 2.2703... Generator Loss: 0.2496 Epoch 1/2... Discriminator Loss: 0.9616... Generator Loss: 1.3712 Epoch 1/2... Discriminator Loss: 0.4406... Generator Loss: 3.4993 Epoch 1/2... Discriminator Loss: 1.0126... Generator Loss: 0.7802 Epoch 1/2... Discriminator Loss: 0.5956... Generator Loss: 1.9159 Epoch 1/2... Discriminator Loss: 0.5925... Generator Loss: 1.5763 Epoch 1/2... Discriminator Loss: 0.9358... Generator Loss: 0.8620 Epoch 1/2... Discriminator Loss: 2.5662... Generator Loss: 0.2542 Epoch 1/2... Discriminator Loss: 1.2454... Generator Loss: 0.5784
Epoch 1/2... Discriminator Loss: 3.0543... Generator Loss: 0.1041 Epoch 1/2... Discriminator Loss: 1.3404... Generator Loss: 0.4967 Epoch 1/2... Discriminator Loss: 3.1417... Generator Loss: 0.1540 Epoch 1/2... Discriminator Loss: 1.6849... Generator Loss: 0.4313 Epoch 1/2... Discriminator Loss: 1.5644... Generator Loss: 0.4376 Epoch 1/2... Discriminator Loss: 0.6921... Generator Loss: 1.8402 Epoch 1/2... Discriminator Loss: 0.5758... Generator Loss: 1.6293 Epoch 1/2... Discriminator Loss: 0.7512... Generator Loss: 1.1116 Epoch 1/2... Discriminator Loss: 1.5452... Generator Loss: 0.4347 Epoch 1/2... Discriminator Loss: 1.9253... Generator Loss: 0.3021
Epoch 1/2... Discriminator Loss: 4.0749... Generator Loss: 0.0396 Epoch 1/2... Discriminator Loss: 0.6337... Generator Loss: 2.2673 Epoch 1/2... Discriminator Loss: 0.7057... Generator Loss: 1.2727 Epoch 1/2... Discriminator Loss: 0.9949... Generator Loss: 0.9848 Epoch 1/2... Discriminator Loss: 1.1070... Generator Loss: 0.6414 Epoch 1/2... Discriminator Loss: 0.5893... Generator Loss: 1.6520 Epoch 1/2... Discriminator Loss: 0.9694... Generator Loss: 0.8333 Epoch 1/2... Discriminator Loss: 0.8459... Generator Loss: 1.0857 Epoch 1/2... Discriminator Loss: 1.9481... Generator Loss: 0.2580 Epoch 1/2... Discriminator Loss: 1.9971... Generator Loss: 0.2544
Epoch 1/2... Discriminator Loss: 1.5553... Generator Loss: 0.3953 Epoch 1/2... Discriminator Loss: 2.6663... Generator Loss: 0.2927 Epoch 1/2... Discriminator Loss: 0.5303... Generator Loss: 2.7959 Epoch 1/2... Discriminator Loss: 1.2294... Generator Loss: 0.5804 Epoch 1/2... Discriminator Loss: 1.5056... Generator Loss: 0.4071 Epoch 1/2... Discriminator Loss: 0.6494... Generator Loss: 1.3944 Epoch 1/2... Discriminator Loss: 0.9773... Generator Loss: 0.8894 Epoch 1/2... Discriminator Loss: 0.7613... Generator Loss: 1.2370 Epoch 1/2... Discriminator Loss: 1.0879... Generator Loss: 0.7683 Epoch 1/2... Discriminator Loss: 1.8261... Generator Loss: 0.3599
Epoch 1/2... Discriminator Loss: 0.5887... Generator Loss: 2.1249 Epoch 1/2... Discriminator Loss: 0.6424... Generator Loss: 1.3857 Epoch 1/2... Discriminator Loss: 0.7749... Generator Loss: 1.1067 Epoch 1/2... Discriminator Loss: 0.6383... Generator Loss: 2.2361 Epoch 1/2... Discriminator Loss: 2.1255... Generator Loss: 0.2511 Epoch 1/2... Discriminator Loss: 0.8339... Generator Loss: 1.2261 Epoch 1/2... Discriminator Loss: 3.0816... Generator Loss: 0.1009 Epoch 1/2... Discriminator Loss: 0.5787... Generator Loss: 1.8939 Epoch 1/2... Discriminator Loss: 0.5886... Generator Loss: 2.1753 Epoch 1/2... Discriminator Loss: 0.8619... Generator Loss: 1.0047
Epoch 1/2... Discriminator Loss: 0.7207... Generator Loss: 1.2121 Epoch 1/2... Discriminator Loss: 0.7766... Generator Loss: 1.1913 Epoch 1/2... Discriminator Loss: 3.7297... Generator Loss: 0.0595 Epoch 1/2... Discriminator Loss: 1.4990... Generator Loss: 0.4122 Epoch 1/2... Discriminator Loss: 1.1093... Generator Loss: 0.9830 Epoch 1/2... Discriminator Loss: 0.4392... Generator Loss: 2.4118 Epoch 1/2... Discriminator Loss: 1.1839... Generator Loss: 0.6169 Epoch 1/2... Discriminator Loss: 2.8892... Generator Loss: 0.1225 Epoch 1/2... Discriminator Loss: 1.5654... Generator Loss: 0.3936 Epoch 1/2... Discriminator Loss: 0.5970... Generator Loss: 1.9939
Epoch 1/2... Discriminator Loss: 0.4033... Generator Loss: 2.8224 Epoch 1/2... Discriminator Loss: 0.9063... Generator Loss: 0.8675 Epoch 1/2... Discriminator Loss: 1.3464... Generator Loss: 0.6056 Epoch 1/2... Discriminator Loss: 0.7330... Generator Loss: 1.2609 Epoch 1/2... Discriminator Loss: 1.9173... Generator Loss: 0.2623 Epoch 1/2... Discriminator Loss: 2.6253... Generator Loss: 0.1134 Epoch 1/2... Discriminator Loss: 1.4085... Generator Loss: 0.5026 Epoch 1/2... Discriminator Loss: 2.7198... Generator Loss: 0.1310 Epoch 1/2... Discriminator Loss: 0.9985... Generator Loss: 0.9594 Epoch 1/2... Discriminator Loss: 0.8741... Generator Loss: 1.6122
Epoch 1/2... Discriminator Loss: 1.2267... Generator Loss: 0.6704 Epoch 1/2... Discriminator Loss: 0.8606... Generator Loss: 1.0373 Epoch 1/2... Discriminator Loss: 0.8073... Generator Loss: 1.1972 Epoch 1/2... Discriminator Loss: 1.4410... Generator Loss: 0.5473 Epoch 1/2... Discriminator Loss: 0.6907... Generator Loss: 1.3587 Epoch 1/2... Discriminator Loss: 0.5415... Generator Loss: 2.0210 Epoch 1/2... Discriminator Loss: 0.8872... Generator Loss: 1.1663 Epoch 1/2... Discriminator Loss: 0.5154... Generator Loss: 2.0793 Epoch 1/2... Discriminator Loss: 0.5248... Generator Loss: 1.8682 Epoch 1/2... Discriminator Loss: 1.5561... Generator Loss: 0.3682
Epoch 1/2... Discriminator Loss: 1.0217... Generator Loss: 0.7625 Epoch 1/2... Discriminator Loss: 0.7265... Generator Loss: 1.4140 Epoch 1/2... Discriminator Loss: 1.1955... Generator Loss: 0.5814 Epoch 1/2... Discriminator Loss: 0.4780... Generator Loss: 2.6089 Epoch 1/2... Discriminator Loss: 2.3421... Generator Loss: 0.3087 Epoch 1/2... Discriminator Loss: 1.4725... Generator Loss: 0.4292 Epoch 1/2... Discriminator Loss: 0.3934... Generator Loss: 3.1753 Epoch 1/2... Discriminator Loss: 1.4150... Generator Loss: 0.5896 Epoch 1/2... Discriminator Loss: 0.6461... Generator Loss: 1.6383 Epoch 1/2... Discriminator Loss: 0.7112... Generator Loss: 1.3443
Epoch 1/2... Discriminator Loss: 0.5271... Generator Loss: 2.0776 Epoch 1/2... Discriminator Loss: 0.9557... Generator Loss: 0.8576 Epoch 1/2... Discriminator Loss: 2.2023... Generator Loss: 0.1954 Epoch 1/2... Discriminator Loss: 0.8975... Generator Loss: 1.0208 Epoch 1/2... Discriminator Loss: 1.4210... Generator Loss: 0.4263 Epoch 1/2... Discriminator Loss: 2.4395... Generator Loss: 0.2043 Epoch 1/2... Discriminator Loss: 1.4359... Generator Loss: 0.4548 Epoch 1/2... Discriminator Loss: 2.2523... Generator Loss: 0.2287 Epoch 1/2... Discriminator Loss: 0.6980... Generator Loss: 1.2691 Epoch 1/2... Discriminator Loss: 1.8193... Generator Loss: 0.3127
Epoch 1/2... Discriminator Loss: 1.2798... Generator Loss: 0.6487 Epoch 1/2... Discriminator Loss: 0.9034... Generator Loss: 1.1786 Epoch 1/2... Discriminator Loss: 1.1034... Generator Loss: 0.6371 Epoch 1/2... Discriminator Loss: 2.9161... Generator Loss: 0.1075 Epoch 1/2... Discriminator Loss: 0.6178... Generator Loss: 1.4574 Epoch 1/2... Discriminator Loss: 2.2761... Generator Loss: 0.1961 Epoch 1/2... Discriminator Loss: 1.5469... Generator Loss: 0.3586 Epoch 1/2... Discriminator Loss: 0.6838... Generator Loss: 1.2792 Epoch 1/2... Discriminator Loss: 1.5907... Generator Loss: 0.4113 Epoch 1/2... Discriminator Loss: 2.1028... Generator Loss: 0.2779
Epoch 1/2... Discriminator Loss: 0.6708... Generator Loss: 1.3640 Epoch 1/2... Discriminator Loss: 0.7102... Generator Loss: 1.3330 Epoch 1/2... Discriminator Loss: 0.6540... Generator Loss: 1.4367 Epoch 1/2... Discriminator Loss: 0.3920... Generator Loss: 3.6958 Epoch 1/2... Discriminator Loss: 0.9859... Generator Loss: 0.8687 Epoch 1/2... Discriminator Loss: 0.4816... Generator Loss: 3.8134 Epoch 1/2... Discriminator Loss: 1.7375... Generator Loss: 0.3009 Epoch 1/2... Discriminator Loss: 0.6877... Generator Loss: 1.2466 Epoch 1/2... Discriminator Loss: 2.2661... Generator Loss: 0.2434 Epoch 1/2... Discriminator Loss: 1.2333... Generator Loss: 0.6324
Epoch 1/2... Discriminator Loss: 1.5827... Generator Loss: 0.4713 Epoch 1/2... Discriminator Loss: 1.7476... Generator Loss: 0.4433 Epoch 1/2... Discriminator Loss: 0.6137... Generator Loss: 1.5619 Epoch 1/2... Discriminator Loss: 0.6887... Generator Loss: 1.2400 Epoch 1/2... Discriminator Loss: 2.1921... Generator Loss: 0.2092 Epoch 1/2... Discriminator Loss: 1.0002... Generator Loss: 0.7760 Epoch 1/2... Discriminator Loss: 0.9663... Generator Loss: 0.8406 Epoch 1/2... Discriminator Loss: 3.5786... Generator Loss: 0.0653 Epoch 1/2... Discriminator Loss: 0.9446... Generator Loss: 0.9027 Epoch 1/2... Discriminator Loss: 1.9720... Generator Loss: 0.5017
Epoch 1/2... Discriminator Loss: 0.5331... Generator Loss: 1.9208 Epoch 1/2... Discriminator Loss: 1.0001... Generator Loss: 0.7412 Epoch 1/2... Discriminator Loss: 1.2366... Generator Loss: 0.7190 Epoch 1/2... Discriminator Loss: 1.2056... Generator Loss: 0.7461 Epoch 1/2... Discriminator Loss: 1.3410... Generator Loss: 0.4818 Epoch 1/2... Discriminator Loss: 0.9491... Generator Loss: 0.8470 Epoch 1/2... Discriminator Loss: 0.8699... Generator Loss: 1.0060 Epoch 1/2... Discriminator Loss: 1.1010... Generator Loss: 0.8727 Epoch 1/2... Discriminator Loss: 1.9264... Generator Loss: 0.3693 Epoch 1/2... Discriminator Loss: 0.9258... Generator Loss: 0.8640
Epoch 1/2... Discriminator Loss: 0.9258... Generator Loss: 0.8640 Epoch 2/2... Discriminator Loss: 0.8394... Generator Loss: 1.0769 Epoch 2/2... Discriminator Loss: 0.8541... Generator Loss: 1.2399 Epoch 2/2... Discriminator Loss: 3.3435... Generator Loss: 0.0863 Epoch 2/2... Discriminator Loss: 1.0758... Generator Loss: 4.1815 Epoch 2/2... Discriminator Loss: 0.7038... Generator Loss: 1.3370 Epoch 2/2... Discriminator Loss: 0.7926... Generator Loss: 1.2579 Epoch 2/2... Discriminator Loss: 0.6793... Generator Loss: 2.9973 Epoch 2/2... Discriminator Loss: 1.0019... Generator Loss: 0.8379 Epoch 2/2... Discriminator Loss: 0.7962... Generator Loss: 1.2379 Epoch 2/2... Discriminator Loss: 1.7071... Generator Loss: 0.3305
Epoch 2/2... Discriminator Loss: 1.3979... Generator Loss: 0.4560 Epoch 2/2... Discriminator Loss: 0.8669... Generator Loss: 1.1375 Epoch 2/2... Discriminator Loss: 0.8720... Generator Loss: 1.0497 Epoch 2/2... Discriminator Loss: 0.9862... Generator Loss: 0.7763 Epoch 2/2... Discriminator Loss: 1.4510... Generator Loss: 0.4901 Epoch 2/2... Discriminator Loss: 0.8380... Generator Loss: 1.1826 Epoch 2/2... Discriminator Loss: 1.6229... Generator Loss: 0.3690 Epoch 2/2... Discriminator Loss: 0.5901... Generator Loss: 1.5582 Epoch 2/2... Discriminator Loss: 1.8422... Generator Loss: 0.5186 Epoch 2/2... Discriminator Loss: 0.6001... Generator Loss: 1.6051
Epoch 2/2... Discriminator Loss: 0.5158... Generator Loss: 2.2274 Epoch 2/2... Discriminator Loss: 1.2537... Generator Loss: 0.7473 Epoch 2/2... Discriminator Loss: 0.6750... Generator Loss: 1.5743 Epoch 2/2... Discriminator Loss: 1.3597... Generator Loss: 0.5639 Epoch 2/2... Discriminator Loss: 0.9521... Generator Loss: 1.0922 Epoch 2/2... Discriminator Loss: 0.7857... Generator Loss: 1.1248 Epoch 2/2... Discriminator Loss: 2.4449... Generator Loss: 0.2218 Epoch 2/2... Discriminator Loss: 0.7709... Generator Loss: 1.5040 Epoch 2/2... Discriminator Loss: 1.2216... Generator Loss: 0.9255 Epoch 2/2... Discriminator Loss: 0.4576... Generator Loss: 2.2451
Epoch 2/2... Discriminator Loss: 0.7384... Generator Loss: 1.3159 Epoch 2/2... Discriminator Loss: 0.7287... Generator Loss: 1.2633 Epoch 2/2... Discriminator Loss: 0.7137... Generator Loss: 1.3188 Epoch 2/2... Discriminator Loss: 0.9859... Generator Loss: 0.7582 Epoch 2/2... Discriminator Loss: 1.4063... Generator Loss: 0.5354 Epoch 2/2... Discriminator Loss: 0.5651... Generator Loss: 1.6214 Epoch 2/2... Discriminator Loss: 0.5865... Generator Loss: 1.6863 Epoch 2/2... Discriminator Loss: 2.3740... Generator Loss: 0.2143 Epoch 2/2... Discriminator Loss: 0.6347... Generator Loss: 1.8265 Epoch 2/2... Discriminator Loss: 0.7050... Generator Loss: 1.3645
Epoch 2/2... Discriminator Loss: 1.5950... Generator Loss: 0.4497 Epoch 2/2... Discriminator Loss: 0.4882... Generator Loss: 2.1430 Epoch 2/2... Discriminator Loss: 0.9134... Generator Loss: 0.9416 Epoch 2/2... Discriminator Loss: 0.5822... Generator Loss: 1.8038 Epoch 2/2... Discriminator Loss: 2.6046... Generator Loss: 0.1870 Epoch 2/2... Discriminator Loss: 0.6849... Generator Loss: 1.2813 Epoch 2/2... Discriminator Loss: 1.4564... Generator Loss: 0.4636 Epoch 2/2... Discriminator Loss: 1.9062... Generator Loss: 0.2640 Epoch 2/2... Discriminator Loss: 0.7770... Generator Loss: 2.2486 Epoch 2/2... Discriminator Loss: 1.7826... Generator Loss: 0.4689
Epoch 2/2... Discriminator Loss: 1.1770... Generator Loss: 0.6231 Epoch 2/2... Discriminator Loss: 1.1356... Generator Loss: 0.6856 Epoch 2/2... Discriminator Loss: 0.7169... Generator Loss: 1.2697 Epoch 2/2... Discriminator Loss: 0.5496... Generator Loss: 1.9399 Epoch 2/2... Discriminator Loss: 1.5322... Generator Loss: 0.3934 Epoch 2/2... Discriminator Loss: 1.8243... Generator Loss: 0.3063 Epoch 2/2... Discriminator Loss: 1.4594... Generator Loss: 0.4381 Epoch 2/2... Discriminator Loss: 1.0359... Generator Loss: 1.0082 Epoch 2/2... Discriminator Loss: 0.5925... Generator Loss: 1.5771 Epoch 2/2... Discriminator Loss: 1.5536... Generator Loss: 0.3592
Epoch 2/2... Discriminator Loss: 0.5707... Generator Loss: 1.9532 Epoch 2/2... Discriminator Loss: 0.5016... Generator Loss: 2.3160 Epoch 2/2... Discriminator Loss: 1.0898... Generator Loss: 0.7345 Epoch 2/2... Discriminator Loss: 1.5276... Generator Loss: 0.3740 Epoch 2/2... Discriminator Loss: 1.0348... Generator Loss: 0.8117 Epoch 2/2... Discriminator Loss: 0.7543... Generator Loss: 1.1482 Epoch 2/2... Discriminator Loss: 2.8887... Generator Loss: 0.1304 Epoch 2/2... Discriminator Loss: 1.9576... Generator Loss: 0.4131 Epoch 2/2... Discriminator Loss: 0.9279... Generator Loss: 1.1217 Epoch 2/2... Discriminator Loss: 0.7685... Generator Loss: 1.0682
Epoch 2/2... Discriminator Loss: 0.8930... Generator Loss: 0.9056 Epoch 2/2... Discriminator Loss: 0.5099... Generator Loss: 2.0714 Epoch 2/2... Discriminator Loss: 1.3885... Generator Loss: 0.5888 Epoch 2/2... Discriminator Loss: 1.2374... Generator Loss: 0.5808 Epoch 2/2... Discriminator Loss: 0.7768... Generator Loss: 1.1610 Epoch 2/2... Discriminator Loss: 1.8597... Generator Loss: 0.2545 Epoch 2/2... Discriminator Loss: 0.9169... Generator Loss: 0.8433 Epoch 2/2... Discriminator Loss: 0.5319... Generator Loss: 1.9349 Epoch 2/2... Discriminator Loss: 0.6804... Generator Loss: 4.1073 Epoch 2/2... Discriminator Loss: 1.7802... Generator Loss: 0.2957
Epoch 2/2... Discriminator Loss: 0.8112... Generator Loss: 1.0665 Epoch 2/2... Discriminator Loss: 0.9375... Generator Loss: 1.1805 Epoch 2/2... Discriminator Loss: 0.8475... Generator Loss: 0.9634 Epoch 2/2... Discriminator Loss: 0.8673... Generator Loss: 0.9497 Epoch 2/2... Discriminator Loss: 1.5663... Generator Loss: 0.3855 Epoch 2/2... Discriminator Loss: 0.4950... Generator Loss: 2.3662 Epoch 2/2... Discriminator Loss: 0.9567... Generator Loss: 0.9640 Epoch 2/2... Discriminator Loss: 0.6370... Generator Loss: 1.6325 Epoch 2/2... Discriminator Loss: 1.1190... Generator Loss: 0.6555 Epoch 2/2... Discriminator Loss: 0.8349... Generator Loss: 1.0457
Epoch 2/2... Discriminator Loss: 1.5093... Generator Loss: 0.4158 Epoch 2/2... Discriminator Loss: 0.4243... Generator Loss: 3.3341 Epoch 2/2... Discriminator Loss: 1.9794... Generator Loss: 0.2794 Epoch 2/2... Discriminator Loss: 1.2199... Generator Loss: 0.5733 Epoch 2/2... Discriminator Loss: 0.9110... Generator Loss: 0.8723 Epoch 2/2... Discriminator Loss: 2.3359... Generator Loss: 0.2437 Epoch 2/2... Discriminator Loss: 2.1344... Generator Loss: 0.1955 Epoch 2/2... Discriminator Loss: 1.2734... Generator Loss: 0.5424 Epoch 2/2... Discriminator Loss: 1.8249... Generator Loss: 0.2799 Epoch 2/2... Discriminator Loss: 0.7198... Generator Loss: 1.6771
Epoch 2/2... Discriminator Loss: 1.3061... Generator Loss: 0.6185 Epoch 2/2... Discriminator Loss: 1.8164... Generator Loss: 0.5116 Epoch 2/2... Discriminator Loss: 2.1311... Generator Loss: 5.9934 Epoch 2/2... Discriminator Loss: 0.7694... Generator Loss: 1.2497 Epoch 2/2... Discriminator Loss: 1.4198... Generator Loss: 0.5630 Epoch 2/2... Discriminator Loss: 1.2308... Generator Loss: 0.5893 Epoch 2/2... Discriminator Loss: 1.7941... Generator Loss: 0.3524 Epoch 2/2... Discriminator Loss: 1.5232... Generator Loss: 0.4114 Epoch 2/2... Discriminator Loss: 1.2023... Generator Loss: 0.6273 Epoch 2/2... Discriminator Loss: 0.8633... Generator Loss: 0.9172
Epoch 2/2... Discriminator Loss: 0.4560... Generator Loss: 2.4711 Epoch 2/2... Discriminator Loss: 0.5751... Generator Loss: 2.5137 Epoch 2/2... Discriminator Loss: 0.7519... Generator Loss: 1.2169 Epoch 2/2... Discriminator Loss: 0.8568... Generator Loss: 0.9117 Epoch 2/2... Discriminator Loss: 0.5093... Generator Loss: 1.9699 Epoch 2/2... Discriminator Loss: 1.4589... Generator Loss: 0.4494 Epoch 2/2... Discriminator Loss: 2.5128... Generator Loss: 0.2180 Epoch 2/2... Discriminator Loss: 0.4514... Generator Loss: 2.3933 Epoch 2/2... Discriminator Loss: 0.9229... Generator Loss: 1.0178 Epoch 2/2... Discriminator Loss: 0.3697... Generator Loss: 3.8304
Epoch 2/2... Discriminator Loss: 0.7278... Generator Loss: 1.5138 Epoch 2/2... Discriminator Loss: 0.4375... Generator Loss: 2.6525 Epoch 2/2... Discriminator Loss: 1.8614... Generator Loss: 0.3707 Epoch 2/2... Discriminator Loss: 0.6579... Generator Loss: 1.3990 Epoch 2/2... Discriminator Loss: 0.5057... Generator Loss: 1.9014 Epoch 2/2... Discriminator Loss: 0.6538... Generator Loss: 1.3515 Epoch 2/2... Discriminator Loss: 0.9906... Generator Loss: 0.8372 Epoch 2/2... Discriminator Loss: 1.3976... Generator Loss: 0.7402 Epoch 2/2... Discriminator Loss: 0.4462... Generator Loss: 2.3352 Epoch 2/2... Discriminator Loss: 2.5285... Generator Loss: 0.1573
Epoch 2/2... Discriminator Loss: 0.5730... Generator Loss: 1.6333 Epoch 2/2... Discriminator Loss: 1.7817... Generator Loss: 0.3055 Epoch 2/2... Discriminator Loss: 1.1711... Generator Loss: 0.6546 Epoch 2/2... Discriminator Loss: 1.6139... Generator Loss: 0.4224 Epoch 2/2... Discriminator Loss: 1.8966... Generator Loss: 0.2983 Epoch 2/2... Discriminator Loss: 0.6381... Generator Loss: 1.3818 Epoch 2/2... Discriminator Loss: 3.0009... Generator Loss: 0.1143 Epoch 2/2... Discriminator Loss: 0.7140... Generator Loss: 1.3443 Epoch 2/2... Discriminator Loss: 1.3514... Generator Loss: 0.5272 Epoch 2/2... Discriminator Loss: 0.6513... Generator Loss: 1.3387
Epoch 2/2... Discriminator Loss: 1.4360... Generator Loss: 0.4740 Epoch 2/2... Discriminator Loss: 0.9931... Generator Loss: 0.9163 Epoch 2/2... Discriminator Loss: 0.5364... Generator Loss: 1.9506 Epoch 2/2... Discriminator Loss: 0.8738... Generator Loss: 1.0043 Epoch 2/2... Discriminator Loss: 0.6122... Generator Loss: 2.6282 Epoch 2/2... Discriminator Loss: 1.6646... Generator Loss: 0.3954 Epoch 2/2... Discriminator Loss: 0.9625... Generator Loss: 4.0262 Epoch 2/2... Discriminator Loss: 1.6497... Generator Loss: 0.3514 Epoch 2/2... Discriminator Loss: 0.8072... Generator Loss: 1.1079 Epoch 2/2... Discriminator Loss: 1.0952... Generator Loss: 0.6531
Epoch 2/2... Discriminator Loss: 0.8412... Generator Loss: 1.1417 Epoch 2/2... Discriminator Loss: 0.7328... Generator Loss: 1.3360 Epoch 2/2... Discriminator Loss: 0.9629... Generator Loss: 1.0447 Epoch 2/2... Discriminator Loss: 1.0212... Generator Loss: 0.8828 Epoch 2/2... Discriminator Loss: 0.9614... Generator Loss: 0.8598 Epoch 2/2... Discriminator Loss: 0.6698... Generator Loss: 1.2910 Epoch 2/2... Discriminator Loss: 0.6828... Generator Loss: 1.2973 Epoch 2/2... Discriminator Loss: 0.8330... Generator Loss: 1.0183 Epoch 2/2... Discriminator Loss: 1.6139... Generator Loss: 0.3578 Epoch 2/2... Discriminator Loss: 1.0295... Generator Loss: 3.0290
Epoch 2/2... Discriminator Loss: 1.1199... Generator Loss: 0.6332 Epoch 2/2... Discriminator Loss: 0.5054... Generator Loss: 2.0853 Epoch 2/2... Discriminator Loss: 0.5815... Generator Loss: 1.6166 Epoch 2/2... Discriminator Loss: 0.8114... Generator Loss: 0.9921 Epoch 2/2... Discriminator Loss: 2.1162... Generator Loss: 0.3225 Epoch 2/2... Discriminator Loss: 0.7563... Generator Loss: 4.1735 Epoch 2/2... Discriminator Loss: 0.6383... Generator Loss: 1.7378 Epoch 2/2... Discriminator Loss: 0.6117... Generator Loss: 1.4682 Epoch 2/2... Discriminator Loss: 0.7481... Generator Loss: 1.3286 Epoch 2/2... Discriminator Loss: 0.8959... Generator Loss: 1.2068
Epoch 2/2... Discriminator Loss: 0.6416... Generator Loss: 1.4940 Epoch 2/2... Discriminator Loss: 0.8425... Generator Loss: 1.0877 Epoch 2/2... Discriminator Loss: 0.5063... Generator Loss: 2.1767 Epoch 2/2... Discriminator Loss: 0.5912... Generator Loss: 1.7637 Epoch 2/2... Discriminator Loss: 0.6832... Generator Loss: 1.3326 Epoch 2/2... Discriminator Loss: 2.1051... Generator Loss: 0.2119 Epoch 2/2... Discriminator Loss: 2.2956... Generator Loss: 0.1966 Epoch 2/2... Discriminator Loss: 0.5862... Generator Loss: 1.5973 Epoch 2/2... Discriminator Loss: 0.8483... Generator Loss: 1.0877 Epoch 2/2... Discriminator Loss: 1.1622... Generator Loss: 0.6045
Epoch 2/2... Discriminator Loss: 0.6697... Generator Loss: 1.5135 Epoch 2/2... Discriminator Loss: 0.8062... Generator Loss: 1.0044 Epoch 2/2... Discriminator Loss: 0.9020... Generator Loss: 0.9064 Epoch 2/2... Discriminator Loss: 1.0998... Generator Loss: 0.8063 Epoch 2/2... Discriminator Loss: 0.9677... Generator Loss: 0.8266 Epoch 2/2... Discriminator Loss: 2.3232... Generator Loss: 0.2093 Epoch 2/2... Discriminator Loss: 0.5729... Generator Loss: 1.8495 Epoch 2/2... Discriminator Loss: 0.6304... Generator Loss: 1.4680 Epoch 2/2... Discriminator Loss: 0.7548... Generator Loss: 1.1941 Epoch 2/2... Discriminator Loss: 0.7224... Generator Loss: 1.1710
Epoch 2/2... Discriminator Loss: 0.7271... Generator Loss: 1.2103 Epoch 2/2... Discriminator Loss: 0.7556... Generator Loss: 1.1908 Epoch 2/2... Discriminator Loss: 0.5103... Generator Loss: 2.1124 Epoch 2/2... Discriminator Loss: 0.5968... Generator Loss: 1.7793 Epoch 2/2... Discriminator Loss: 0.6931... Generator Loss: 4.0666 Epoch 2/2... Discriminator Loss: 2.1314... Generator Loss: 0.2546 Epoch 2/2... Discriminator Loss: 0.5430... Generator Loss: 1.8087 Epoch 2/2... Discriminator Loss: 0.7318... Generator Loss: 1.3525 Epoch 2/2... Discriminator Loss: 1.1925... Generator Loss: 0.7425 Epoch 2/2... Discriminator Loss: 0.7908... Generator Loss: 1.0743
Epoch 2/2... Discriminator Loss: 0.9321... Generator Loss: 0.9148 Epoch 2/2... Discriminator Loss: 0.6323... Generator Loss: 1.5598 Epoch 2/2... Discriminator Loss: 1.3302... Generator Loss: 0.5399 Epoch 2/2... Discriminator Loss: 1.5838... Generator Loss: 0.3840 Epoch 2/2... Discriminator Loss: 1.1746... Generator Loss: 0.6296 Epoch 2/2... Discriminator Loss: 0.6564... Generator Loss: 3.3582 Epoch 2/2... Discriminator Loss: 1.2761... Generator Loss: 0.5568 Epoch 2/2... Discriminator Loss: 0.8221... Generator Loss: 1.1792 Epoch 2/2... Discriminator Loss: 0.7951... Generator Loss: 1.1908 Epoch 2/2... Discriminator Loss: 2.0872... Generator Loss: 0.2752
Epoch 2/2... Discriminator Loss: 0.6048... Generator Loss: 1.6303 Epoch 2/2... Discriminator Loss: 0.8781... Generator Loss: 1.0400 Epoch 2/2... Discriminator Loss: 1.8896... Generator Loss: 0.3543 Epoch 2/2... Discriminator Loss: 1.1393... Generator Loss: 0.6339 Epoch 2/2... Discriminator Loss: 1.5150... Generator Loss: 0.4296 Epoch 2/2... Discriminator Loss: 2.2359... Generator Loss: 0.2304 Epoch 2/2... Discriminator Loss: 1.5287... Generator Loss: 0.4231 Epoch 2/2... Discriminator Loss: 1.5061... Generator Loss: 0.7577 Epoch 2/2... Discriminator Loss: 1.2635... Generator Loss: 0.7325 Epoch 2/2... Discriminator Loss: 0.6556... Generator Loss: 1.4977
Epoch 2/2... Discriminator Loss: 1.3627... Generator Loss: 0.5840 Epoch 2/2... Discriminator Loss: 1.4116... Generator Loss: 0.5094 Epoch 2/2... Discriminator Loss: 0.7720... Generator Loss: 1.0763 Epoch 2/2... Discriminator Loss: 0.4453... Generator Loss: 2.2809 Epoch 2/2... Discriminator Loss: 1.2306... Generator Loss: 0.6102 Epoch 2/2... Discriminator Loss: 0.7410... Generator Loss: 1.4313 Epoch 2/2... Discriminator Loss: 1.1416... Generator Loss: 0.6232 Epoch 2/2... Discriminator Loss: 0.6484... Generator Loss: 1.4420 Epoch 2/2... Discriminator Loss: 0.9249... Generator Loss: 0.8953 Epoch 2/2... Discriminator Loss: 0.8610... Generator Loss: 1.0600
Epoch 2/2... Discriminator Loss: 2.8586... Generator Loss: 0.1476 Epoch 2/2... Discriminator Loss: 0.6204... Generator Loss: 1.5129 Epoch 2/2... Discriminator Loss: 1.0986... Generator Loss: 0.7513 Epoch 2/2... Discriminator Loss: 0.4758... Generator Loss: 2.0500 Epoch 2/2... Discriminator Loss: 0.8667... Generator Loss: 1.0277 Epoch 2/2... Discriminator Loss: 0.4997... Generator Loss: 1.9159 Epoch 2/2... Discriminator Loss: 1.3973... Generator Loss: 0.4598 Epoch 2/2... Discriminator Loss: 0.8919... Generator Loss: 0.8970 Epoch 2/2... Discriminator Loss: 1.3500... Generator Loss: 0.4551 Epoch 2/2... Discriminator Loss: 0.5013... Generator Loss: 2.3127
Epoch 2/2... Discriminator Loss: 0.5823... Generator Loss: 2.3667 Epoch 2/2... Discriminator Loss: 1.3884... Generator Loss: 0.5291 Epoch 2/2... Discriminator Loss: 0.5384... Generator Loss: 1.7095 Epoch 2/2... Discriminator Loss: 2.5894... Generator Loss: 0.1656 Epoch 2/2... Discriminator Loss: 0.5338... Generator Loss: 2.0443 Epoch 2/2... Discriminator Loss: 1.1280... Generator Loss: 0.8276 Epoch 2/2... Discriminator Loss: 1.9154... Generator Loss: 0.2474 Epoch 2/2... Discriminator Loss: 1.1948... Generator Loss: 0.7698 Epoch 2/2... Discriminator Loss: 0.9510... Generator Loss: 2.6957 Epoch 2/2... Discriminator Loss: 0.6155... Generator Loss: 1.6870
Epoch 2/2... Discriminator Loss: 0.8025... Generator Loss: 1.0418 Epoch 2/2... Discriminator Loss: 1.8549... Generator Loss: 0.3481 Epoch 2/2... Discriminator Loss: 0.8685... Generator Loss: 2.1944 Epoch 2/2... Discriminator Loss: 1.4654... Generator Loss: 0.4423 Epoch 2/2... Discriminator Loss: 0.9054... Generator Loss: 1.0426 Epoch 2/2... Discriminator Loss: 2.6859... Generator Loss: 0.1393 Epoch 2/2... Discriminator Loss: 2.3011... Generator Loss: 0.2403 Epoch 2/2... Discriminator Loss: 0.6820... Generator Loss: 1.2859 Epoch 2/2... Discriminator Loss: 1.7036... Generator Loss: 0.3882 Epoch 2/2... Discriminator Loss: 0.3979... Generator Loss: 3.9558
Epoch 2/2... Discriminator Loss: 0.4273... Generator Loss: 2.7194 Epoch 2/2... Discriminator Loss: 0.8314... Generator Loss: 1.0021 Epoch 2/2... Discriminator Loss: 0.6560... Generator Loss: 1.6412 Epoch 2/2... Discriminator Loss: 0.6133... Generator Loss: 1.5921 Epoch 2/2... Discriminator Loss: 0.4269... Generator Loss: 2.8522 Epoch 2/2... Discriminator Loss: 0.6260... Generator Loss: 1.5919 Epoch 2/2... Discriminator Loss: 0.3665... Generator Loss: 3.5498 Epoch 2/2... Discriminator Loss: 0.5505... Generator Loss: 2.2733 Epoch 2/2... Discriminator Loss: 0.6032... Generator Loss: 2.1254 Epoch 2/2... Discriminator Loss: 1.0070... Generator Loss: 3.8496
Epoch 2/2... Discriminator Loss: 2.1871... Generator Loss: 0.2109 Epoch 2/2... Discriminator Loss: 0.7129... Generator Loss: 1.2580 Epoch 2/2... Discriminator Loss: 1.6862... Generator Loss: 0.3203 Epoch 2/2... Discriminator Loss: 0.8297... Generator Loss: 0.9992 Epoch 2/2... Discriminator Loss: 0.6890... Generator Loss: 1.3712 Epoch 2/2... Discriminator Loss: 0.6481... Generator Loss: 1.3856 Epoch 2/2... Discriminator Loss: 0.3928... Generator Loss: 3.0713 Epoch 2/2... Discriminator Loss: 0.7607... Generator Loss: 1.2416 Epoch 2/2... Discriminator Loss: 0.7941... Generator Loss: 1.1159 Epoch 2/2... Discriminator Loss: 1.3015... Generator Loss: 0.8387
Epoch 2/2... Discriminator Loss: 1.2809... Generator Loss: 0.6453 Epoch 2/2... Discriminator Loss: 0.5884... Generator Loss: 1.5230 Epoch 2/2... Discriminator Loss: 0.5015... Generator Loss: 2.0049 Epoch 2/2... Discriminator Loss: 0.7722... Generator Loss: 1.1120 Epoch 2/2... Discriminator Loss: 0.6668... Generator Loss: 1.3575 Epoch 2/2... Discriminator Loss: 1.1533... Generator Loss: 0.6314 Epoch 2/2... Discriminator Loss: 0.8915... Generator Loss: 1.0499 Epoch 2/2... Discriminator Loss: 0.4370... Generator Loss: 2.3910 Epoch 2/2... Discriminator Loss: 0.9416... Generator Loss: 0.8922 Epoch 2/2... Discriminator Loss: 2.4790... Generator Loss: 0.1696
Epoch 2/2... Discriminator Loss: 1.3443... Generator Loss: 0.5164 Epoch 2/2... Discriminator Loss: 1.8234... Generator Loss: 0.2834 Epoch 2/2... Discriminator Loss: 1.1785... Generator Loss: 0.5945 Epoch 2/2... Discriminator Loss: 1.7050... Generator Loss: 0.3092 Epoch 2/2... Discriminator Loss: 1.1790... Generator Loss: 0.6828 Epoch 2/2... Discriminator Loss: 0.4980... Generator Loss: 3.5525 Epoch 2/2... Discriminator Loss: 2.8470... Generator Loss: 0.1155 Epoch 2/2... Discriminator Loss: 0.7514... Generator Loss: 1.3686 Epoch 2/2... Discriminator Loss: 0.4334... Generator Loss: 2.4775 Epoch 2/2... Discriminator Loss: 2.3882... Generator Loss: 0.2110
Epoch 2/2... Discriminator Loss: 0.9227... Generator Loss: 0.9021 Epoch 2/2... Discriminator Loss: 0.5535... Generator Loss: 1.7975 Epoch 2/2... Discriminator Loss: 0.7432... Generator Loss: 1.4339 Epoch 2/2... Discriminator Loss: 0.3983... Generator Loss: 3.0380 Epoch 2/2... Discriminator Loss: 0.4053... Generator Loss: 3.2323 Epoch 2/2... Discriminator Loss: 0.4111... Generator Loss: 2.8784 Epoch 2/2... Discriminator Loss: 1.9174... Generator Loss: 0.4497 Epoch 2/2... Discriminator Loss: 0.6962... Generator Loss: 1.3471 Epoch 2/2... Discriminator Loss: 0.6856... Generator Loss: 1.3169 Epoch 2/2... Discriminator Loss: 1.3966... Generator Loss: 0.5830
Epoch 2/2... Discriminator Loss: 0.6292... Generator Loss: 3.3045 Epoch 2/2... Discriminator Loss: 1.7090... Generator Loss: 0.3763 Epoch 2/2... Discriminator Loss: 0.8100... Generator Loss: 1.0534 Epoch 2/2... Discriminator Loss: 0.7958... Generator Loss: 1.1393 Epoch 2/2... Discriminator Loss: 1.5108... Generator Loss: 0.4227 Epoch 2/2... Discriminator Loss: 2.4141... Generator Loss: 0.1688 Epoch 2/2... Discriminator Loss: 0.7973... Generator Loss: 1.0745 Epoch 2/2... Discriminator Loss: 1.8695... Generator Loss: 0.3737 Epoch 2/2... Discriminator Loss: 1.6778... Generator Loss: 0.5371 Epoch 2/2... Discriminator Loss: 1.2643... Generator Loss: 4.5714
Epoch 2/2... Discriminator Loss: 0.7413... Generator Loss: 1.1362 Epoch 2/2... Discriminator Loss: 0.9988... Generator Loss: 0.8605 Epoch 2/2... Discriminator Loss: 1.5089... Generator Loss: 0.6136 Epoch 2/2... Discriminator Loss: 0.6271... Generator Loss: 1.5770 Epoch 2/2... Discriminator Loss: 0.8035... Generator Loss: 1.0349 Epoch 2/2... Discriminator Loss: 1.6845... Generator Loss: 0.3569 Epoch 2/2... Discriminator Loss: 2.0722... Generator Loss: 0.2654 Epoch 2/2... Discriminator Loss: 0.6569... Generator Loss: 1.5913 Epoch 2/2... Discriminator Loss: 0.6248... Generator Loss: 1.4020 Epoch 2/2... Discriminator Loss: 1.5652... Generator Loss: 0.4290
Epoch 2/2... Discriminator Loss: 0.9068... Generator Loss: 0.9793 Epoch 2/2... Discriminator Loss: 0.5800... Generator Loss: 1.7099 Epoch 2/2... Discriminator Loss: 0.5250... Generator Loss: 2.0852 Epoch 2/2... Discriminator Loss: 0.6699... Generator Loss: 1.4486 Epoch 2/2... Discriminator Loss: 0.8262... Generator Loss: 1.0770 Epoch 2/2... Discriminator Loss: 0.9642... Generator Loss: 0.8796 Epoch 2/2... Discriminator Loss: 0.7380... Generator Loss: 1.1593 Epoch 2/2... Discriminator Loss: 0.8430... Generator Loss: 1.1139 Epoch 2/2... Discriminator Loss: 1.0661... Generator Loss: 0.7674 Epoch 2/2... Discriminator Loss: 0.6309... Generator Loss: 1.6047
Epoch 2/2... Discriminator Loss: 1.1049... Generator Loss: 2.9208 Epoch 2/2... Discriminator Loss: 1.2962... Generator Loss: 0.5405 Epoch 2/2... Discriminator Loss: 0.6827... Generator Loss: 1.3868 Epoch 2/2... Discriminator Loss: 1.8963... Generator Loss: 0.4450 Epoch 2/2... Discriminator Loss: 1.2420... Generator Loss: 0.5517 Epoch 2/2... Discriminator Loss: 0.9446... Generator Loss: 0.8642 Epoch 2/2... Discriminator Loss: 0.5881... Generator Loss: 1.8091 Epoch 2/2... Discriminator Loss: 1.5466... Generator Loss: 0.4394 Epoch 2/2... Discriminator Loss: 0.8823... Generator Loss: 0.8888 Epoch 2/2... Discriminator Loss: 0.6661... Generator Loss: 1.3030
Epoch 2/2... Discriminator Loss: 1.1158... Generator Loss: 0.6352 Epoch 2/2... Discriminator Loss: 0.8737... Generator Loss: 2.9512 Epoch 2/2... Discriminator Loss: 1.2414... Generator Loss: 0.5781 Epoch 2/2... Discriminator Loss: 1.1798... Generator Loss: 0.6143 Epoch 2/2... Discriminator Loss: 0.9398... Generator Loss: 0.8929 Epoch 2/2... Discriminator Loss: 0.5794... Generator Loss: 1.6719 Epoch 2/2... Discriminator Loss: 0.8339... Generator Loss: 0.9930 Epoch 2/2... Discriminator Loss: 0.8007... Generator Loss: 1.0921 Epoch 2/2... Discriminator Loss: 1.3273... Generator Loss: 0.6038 Epoch 2/2... Discriminator Loss: 1.2145... Generator Loss: 0.6788
Epoch 2/2... Discriminator Loss: 1.4273... Generator Loss: 0.5124 Epoch 2/2... Discriminator Loss: 1.3113... Generator Loss: 0.5107 Epoch 2/2... Discriminator Loss: 1.9044... Generator Loss: 0.4823 Epoch 2/2... Discriminator Loss: 1.1534... Generator Loss: 0.8356 Epoch 2/2... Discriminator Loss: 0.6359... Generator Loss: 1.4199 Epoch 2/2... Discriminator Loss: 0.7499... Generator Loss: 1.1938 Epoch 2/2... Discriminator Loss: 1.9574... Generator Loss: 0.2893 Epoch 2/2... Discriminator Loss: 0.5275... Generator Loss: 1.8139 Epoch 2/2... Discriminator Loss: 1.5953... Generator Loss: 0.4432 Epoch 2/2... Discriminator Loss: 0.7907... Generator Loss: 1.2631
Epoch 2/2... Discriminator Loss: 0.5204... Generator Loss: 1.9581 Epoch 2/2... Discriminator Loss: 0.8773... Generator Loss: 0.8808 Epoch 2/2... Discriminator Loss: 1.0496... Generator Loss: 0.9127 Epoch 2/2... Discriminator Loss: 1.4615... Generator Loss: 0.4587 Epoch 2/2... Discriminator Loss: 1.6948... Generator Loss: 0.3688 Epoch 2/2... Discriminator Loss: 0.9306... Generator Loss: 0.8940 Epoch 2/2... Discriminator Loss: 0.8150... Generator Loss: 1.2757 Epoch 2/2... Discriminator Loss: 0.5969... Generator Loss: 2.6438 Epoch 2/2... Discriminator Loss: 0.7964... Generator Loss: 1.0828 Epoch 2/2... Discriminator Loss: 0.8717... Generator Loss: 1.2206
Epoch 2/2... Discriminator Loss: 0.8623... Generator Loss: 2.8242 Epoch 2/2... Discriminator Loss: 0.7129... Generator Loss: 1.5088 Epoch 2/2... Discriminator Loss: 0.6135... Generator Loss: 1.7307 Epoch 2/2... Discriminator Loss: 1.2954... Generator Loss: 0.5504 Epoch 2/2... Discriminator Loss: 0.9345... Generator Loss: 0.8640 Epoch 2/2... Discriminator Loss: 1.6444... Generator Loss: 0.4811 Epoch 2/2... Discriminator Loss: 1.1899... Generator Loss: 0.5749 Epoch 2/2... Discriminator Loss: 1.3992... Generator Loss: 0.5283 Epoch 2/2... Discriminator Loss: 0.8989... Generator Loss: 1.1432 Epoch 2/2... Discriminator Loss: 0.9503... Generator Loss: 0.9343
Epoch 2/2... Discriminator Loss: 1.5142... Generator Loss: 0.4450 Epoch 2/2... Discriminator Loss: 0.7059... Generator Loss: 1.2969 Epoch 2/2... Discriminator Loss: 1.1153... Generator Loss: 0.7269 Epoch 2/2... Discriminator Loss: 1.3565... Generator Loss: 0.5742 Epoch 2/2... Discriminator Loss: 1.0575... Generator Loss: 0.9273 Epoch 2/2... Discriminator Loss: 1.0737... Generator Loss: 1.1184 Epoch 2/2... Discriminator Loss: 2.5064... Generator Loss: 0.1626 Epoch 2/2... Discriminator Loss: 0.9961... Generator Loss: 0.8780 Epoch 2/2... Discriminator Loss: 0.9197... Generator Loss: 0.9684 Epoch 2/2... Discriminator Loss: 1.1376... Generator Loss: 0.7390
Epoch 2/2... Discriminator Loss: 0.6752... Generator Loss: 1.3053 Epoch 2/2... Discriminator Loss: 1.5786... Generator Loss: 0.5997 Epoch 2/2... Discriminator Loss: 1.1542... Generator Loss: 0.6018 Epoch 2/2... Discriminator Loss: 0.7663... Generator Loss: 1.3831 Epoch 2/2... Discriminator Loss: 0.9157... Generator Loss: 0.8919 Epoch 2/2... Discriminator Loss: 0.8522... Generator Loss: 0.9922 Epoch 2/2... Discriminator Loss: 0.8500... Generator Loss: 1.2344 Epoch 2/2... Discriminator Loss: 0.3576... Generator Loss: 4.8703 Epoch 2/2... Discriminator Loss: 0.4901... Generator Loss: 2.0699 Epoch 2/2... Discriminator Loss: 1.1230... Generator Loss: 0.7277
Epoch 2/2... Discriminator Loss: 0.9245... Generator Loss: 0.9381 Epoch 2/2... Discriminator Loss: 0.9173... Generator Loss: 0.8596 Epoch 2/2... Discriminator Loss: 1.1324... Generator Loss: 0.6235 Epoch 2/2... Discriminator Loss: 0.9102... Generator Loss: 0.9429 Epoch 2/2... Discriminator Loss: 1.3591... Generator Loss: 0.5627 Epoch 2/2... Discriminator Loss: 1.4651... Generator Loss: 0.4465 Epoch 2/2... Discriminator Loss: 0.8359... Generator Loss: 0.9688 Epoch 2/2... Discriminator Loss: 0.5909... Generator Loss: 1.6299 Epoch 2/2... Discriminator Loss: 1.7622... Generator Loss: 0.3317 Epoch 2/2... Discriminator Loss: 0.6281... Generator Loss: 1.4354
Epoch 2/2... Discriminator Loss: 1.6299... Generator Loss: 0.4501 Epoch 2/2... Discriminator Loss: 0.4268... Generator Loss: 3.3650 Epoch 2/2... Discriminator Loss: 0.7881... Generator Loss: 1.4250 Epoch 2/2... Discriminator Loss: 0.5463... Generator Loss: 1.7846 Epoch 2/2... Discriminator Loss: 0.3946... Generator Loss: 3.0119 Epoch 2/2... Discriminator Loss: 1.2532... Generator Loss: 0.6581 Epoch 2/2... Discriminator Loss: 0.4158... Generator Loss: 3.1848 Epoch 2/2... Discriminator Loss: 1.7211... Generator Loss: 0.3453 Epoch 2/2... Discriminator Loss: 0.7418... Generator Loss: 1.2636 Epoch 2/2... Discriminator Loss: 0.4536... Generator Loss: 2.5274
Epoch 2/2... Discriminator Loss: 0.9442... Generator Loss: 1.1556 Epoch 2/2... Discriminator Loss: 2.1953... Generator Loss: 0.2568 Epoch 2/2... Discriminator Loss: 1.0899... Generator Loss: 0.7239 Epoch 2/2... Discriminator Loss: 1.1084... Generator Loss: 0.6741 Epoch 2/2... Discriminator Loss: 2.5458... Generator Loss: 0.1713 Epoch 2/2... Discriminator Loss: 0.6271... Generator Loss: 1.5783 Epoch 2/2... Discriminator Loss: 0.7226... Generator Loss: 1.2846 Epoch 2/2... Discriminator Loss: 1.1398... Generator Loss: 0.6562 Epoch 2/2... Discriminator Loss: 2.2772... Generator Loss: 0.2508 Epoch 2/2... Discriminator Loss: 1.5009... Generator Loss: 0.5597
Epoch 2/2... Discriminator Loss: 0.6241... Generator Loss: 1.4040 Epoch 2/2... Discriminator Loss: 1.6047... Generator Loss: 0.3906 Epoch 2/2... Discriminator Loss: 1.4220... Generator Loss: 0.4942 Epoch 2/2... Discriminator Loss: 1.3886... Generator Loss: 0.6463 Epoch 2/2... Discriminator Loss: 2.3147... Generator Loss: 0.2110 Epoch 2/2... Discriminator Loss: 0.9695... Generator Loss: 0.7960 Epoch 2/2... Discriminator Loss: 0.7542... Generator Loss: 1.7361 Epoch 2/2... Discriminator Loss: 0.8668... Generator Loss: 1.0208 Epoch 2/2... Discriminator Loss: 0.6147... Generator Loss: 1.8230 Epoch 2/2... Discriminator Loss: 1.4058... Generator Loss: 0.5834
Epoch 2/2... Discriminator Loss: 1.4489... Generator Loss: 0.4305 Epoch 2/2... Discriminator Loss: 0.9808... Generator Loss: 0.7667 Epoch 2/2... Discriminator Loss: 1.7374... Generator Loss: 0.3455 Epoch 2/2... Discriminator Loss: 0.9487... Generator Loss: 0.8956 Epoch 2/2... Discriminator Loss: 0.5916... Generator Loss: 1.6073 Epoch 2/2... Discriminator Loss: 1.2169... Generator Loss: 0.7745 Epoch 2/2... Discriminator Loss: 0.7753... Generator Loss: 1.4958 Epoch 2/2... Discriminator Loss: 0.5986... Generator Loss: 1.7132 Epoch 2/2... Discriminator Loss: 0.6659... Generator Loss: 1.2748 Epoch 2/2... Discriminator Loss: 1.2271... Generator Loss: 0.6084
Epoch 2/2... Discriminator Loss: 1.6955... Generator Loss: 0.4084 Epoch 2/2... Discriminator Loss: 0.4641... Generator Loss: 2.2040 Epoch 2/2... Discriminator Loss: 0.4595... Generator Loss: 2.2925 Epoch 2/2... Discriminator Loss: 1.1894... Generator Loss: 0.5891 Epoch 2/2... Discriminator Loss: 0.6661... Generator Loss: 1.4229 Epoch 2/2... Discriminator Loss: 0.8905... Generator Loss: 0.9118 Epoch 2/2... Discriminator Loss: 0.8115... Generator Loss: 1.0109 Epoch 2/2... Discriminator Loss: 0.6542... Generator Loss: 1.6593 Epoch 2/2... Discriminator Loss: 1.5696... Generator Loss: 0.4098 Epoch 2/2... Discriminator Loss: 0.6193... Generator Loss: 1.4251
Epoch 2/2... Discriminator Loss: 0.4145... Generator Loss: 3.0257 Epoch 2/2... Discriminator Loss: 0.5830... Generator Loss: 2.2899 Epoch 2/2... Discriminator Loss: 0.9924... Generator Loss: 0.7638 Epoch 2/2... Discriminator Loss: 0.3783... Generator Loss: 3.1463 Epoch 2/2... Discriminator Loss: 0.6609... Generator Loss: 1.3031 Epoch 2/2... Discriminator Loss: 2.2337... Generator Loss: 0.1837 Epoch 2/2... Discriminator Loss: 0.9029... Generator Loss: 0.8790 Epoch 2/2... Discriminator Loss: 0.8026... Generator Loss: 0.9951 Epoch 2/2... Discriminator Loss: 0.5130... Generator Loss: 1.8503 Epoch 2/2... Discriminator Loss: 1.1223... Generator Loss: 0.8119
Epoch 2/2... Discriminator Loss: 0.3416... Generator Loss: 4.6901 Epoch 2/2... Discriminator Loss: 3.4286... Generator Loss: 0.1180 Epoch 2/2... Discriminator Loss: 0.8379... Generator Loss: 1.1092 Epoch 2/2... Discriminator Loss: 1.2874... Generator Loss: 0.5838 Epoch 2/2... Discriminator Loss: 0.6636... Generator Loss: 1.3536 Epoch 2/2... Discriminator Loss: 1.1124... Generator Loss: 0.6659 Epoch 2/2... Discriminator Loss: 0.7141... Generator Loss: 1.4414 Epoch 2/2... Discriminator Loss: 0.4289... Generator Loss: 2.7980 Epoch 2/2... Discriminator Loss: 1.4167... Generator Loss: 0.5283 Epoch 2/2... Discriminator Loss: 0.4486... Generator Loss: 2.2581
Epoch 2/2... Discriminator Loss: 0.8179... Generator Loss: 1.2688 Epoch 2/2... Discriminator Loss: 2.0070... Generator Loss: 0.4492 Epoch 2/2... Discriminator Loss: 0.5208... Generator Loss: 2.3472 Epoch 2/2... Discriminator Loss: 0.7365... Generator Loss: 1.3077 Epoch 2/2... Discriminator Loss: 0.5800... Generator Loss: 1.5737 Epoch 2/2... Discriminator Loss: 1.4727... Generator Loss: 0.4937 Epoch 2/2... Discriminator Loss: 2.1709... Generator Loss: 0.2399 Epoch 2/2... Discriminator Loss: 0.5673... Generator Loss: 1.8541 Epoch 2/2... Discriminator Loss: 0.5926... Generator Loss: 2.2590 Epoch 2/2... Discriminator Loss: 0.6292... Generator Loss: 1.4841
Epoch 2/2... Discriminator Loss: 0.5322... Generator Loss: 1.9419 Epoch 2/2... Discriminator Loss: 3.9054... Generator Loss: 0.0381 Epoch 2/2... Discriminator Loss: 1.4947... Generator Loss: 0.4614 Epoch 2/2... Discriminator Loss: 1.1472... Generator Loss: 0.8746 Epoch 2/2... Discriminator Loss: 0.9731... Generator Loss: 0.9306 Epoch 2/2... Discriminator Loss: 2.2363... Generator Loss: 6.7313 Epoch 2/2... Discriminator Loss: 0.7972... Generator Loss: 1.1593 Epoch 2/2... Discriminator Loss: 0.9323... Generator Loss: 0.8858 Epoch 2/2... Discriminator Loss: 0.3800... Generator Loss: 3.0862 Epoch 2/2... Discriminator Loss: 0.8811... Generator Loss: 0.9731
Epoch 2/2... Discriminator Loss: 0.7706... Generator Loss: 1.8694 Epoch 2/2... Discriminator Loss: 2.4281... Generator Loss: 0.2463 Epoch 2/2... Discriminator Loss: 1.3037... Generator Loss: 0.5876 Epoch 2/2... Discriminator Loss: 0.7451... Generator Loss: 1.1410 Epoch 2/2... Discriminator Loss: 1.4167... Generator Loss: 0.4739 Epoch 2/2... Discriminator Loss: 0.5810... Generator Loss: 1.6375 Epoch 2/2... Discriminator Loss: 0.6851... Generator Loss: 1.3410 Epoch 2/2... Discriminator Loss: 1.6554... Generator Loss: 0.4971 Epoch 2/2... Discriminator Loss: 1.3365... Generator Loss: 0.6920 Epoch 2/2... Discriminator Loss: 0.7386... Generator Loss: 1.1395
Epoch 2/2... Discriminator Loss: 0.4742... Generator Loss: 2.1568 Epoch 2/2... Discriminator Loss: 0.9657... Generator Loss: 0.9246 Epoch 2/2... Discriminator Loss: 0.5435... Generator Loss: 1.8371 Epoch 2/2... Discriminator Loss: 0.7791... Generator Loss: 1.0857 Epoch 2/2... Discriminator Loss: 1.2901... Generator Loss: 0.5621 Epoch 2/2... Discriminator Loss: 1.6834... Generator Loss: 0.3758 Epoch 2/2... Discriminator Loss: 1.1001... Generator Loss: 5.1327 Epoch 2/2... Discriminator Loss: 1.2556... Generator Loss: 0.7203 Epoch 2/2... Discriminator Loss: 1.4654... Generator Loss: 0.5421 Epoch 2/2... Discriminator Loss: 0.5478... Generator Loss: 1.8131
Epoch 2/2... Discriminator Loss: 0.6827... Generator Loss: 1.3954 Epoch 2/2... Discriminator Loss: 2.5352... Generator Loss: 0.1868 Epoch 2/2... Discriminator Loss: 0.5695... Generator Loss: 2.5244 Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 0.8784 Epoch 2/2... Discriminator Loss: 0.7736... Generator Loss: 1.3125 Epoch 2/2... Discriminator Loss: 0.4371... Generator Loss: 2.6101 Epoch 2/2... Discriminator Loss: 0.6055... Generator Loss: 1.7201 Epoch 2/2... Discriminator Loss: 1.3818... Generator Loss: 0.5396 Epoch 2/2... Discriminator Loss: 0.5272... Generator Loss: 1.9489 Epoch 2/2... Discriminator Loss: 0.7092... Generator Loss: 1.2772
Epoch 2/2... Discriminator Loss: 0.5144... Generator Loss: 2.0259 Epoch 2/2... Discriminator Loss: 0.9352... Generator Loss: 1.0142 Epoch 2/2... Discriminator Loss: 1.3951... Generator Loss: 0.4844 Epoch 2/2... Discriminator Loss: 2.3655... Generator Loss: 0.2718 Epoch 2/2... Discriminator Loss: 0.8693... Generator Loss: 1.1407 Epoch 2/2... Discriminator Loss: 0.9446... Generator Loss: 0.8140 Epoch 2/2... Discriminator Loss: 0.8871... Generator Loss: 0.9156 Epoch 2/2... Discriminator Loss: 0.9389... Generator Loss: 0.7982 Epoch 2/2... Discriminator Loss: 0.7115... Generator Loss: 1.2052 Epoch 2/2... Discriminator Loss: 0.7301... Generator Loss: 1.1804
Epoch 2/2... Discriminator Loss: 1.0771... Generator Loss: 0.6671 Epoch 2/2... Discriminator Loss: 0.6080... Generator Loss: 1.6926 Epoch 2/2... Discriminator Loss: 0.9521... Generator Loss: 0.8960 Epoch 2/2... Discriminator Loss: 0.4847... Generator Loss: 1.9684 Epoch 2/2... Discriminator Loss: 0.3962... Generator Loss: 2.8129 Epoch 2/2... Discriminator Loss: 0.4158... Generator Loss: 2.5959 Epoch 2/2... Discriminator Loss: 1.2465... Generator Loss: 4.9278 Epoch 2/2... Discriminator Loss: 0.8188... Generator Loss: 1.0615 Epoch 2/2... Discriminator Loss: 0.4602... Generator Loss: 2.4245 Epoch 2/2... Discriminator Loss: 2.0085... Generator Loss: 0.2578
Epoch 2/2... Discriminator Loss: 0.8340... Generator Loss: 0.9732 Epoch 2/2... Discriminator Loss: 0.9082... Generator Loss: 0.9617 Epoch 2/2... Discriminator Loss: 0.6286... Generator Loss: 3.1157 Epoch 2/2... Discriminator Loss: 0.5674... Generator Loss: 3.7142 Epoch 2/2... Discriminator Loss: 1.3283... Generator Loss: 0.5208 Epoch 2/2... Discriminator Loss: 0.4691... Generator Loss: 2.2944 Epoch 2/2... Discriminator Loss: 1.7222... Generator Loss: 0.4164 Epoch 2/2... Discriminator Loss: 0.6819... Generator Loss: 1.3358 Epoch 2/2... Discriminator Loss: 0.4761... Generator Loss: 3.0716 Epoch 2/2... Discriminator Loss: 0.8584... Generator Loss: 1.3975
Epoch 2/2... Discriminator Loss: 0.7348... Generator Loss: 1.1934 Epoch 2/2... Discriminator Loss: 0.7894... Generator Loss: 1.0858 Epoch 2/2... Discriminator Loss: 0.5916... Generator Loss: 1.7165 Epoch 2/2... Discriminator Loss: 1.0666... Generator Loss: 0.9300 Epoch 2/2... Discriminator Loss: 1.3746... Generator Loss: 0.5874 Epoch 2/2... Discriminator Loss: 1.5399... Generator Loss: 0.3793 Epoch 2/2... Discriminator Loss: 0.9283... Generator Loss: 0.8425 Epoch 2/2... Discriminator Loss: 0.5513... Generator Loss: 1.8271 Epoch 2/2... Discriminator Loss: 1.2597... Generator Loss: 0.5778 Epoch 2/2... Discriminator Loss: 0.9446... Generator Loss: 1.0428
Epoch 2/2... Discriminator Loss: 1.0543... Generator Loss: 0.7570 Epoch 2/2... Discriminator Loss: 0.7010... Generator Loss: 1.6637 Epoch 2/2... Discriminator Loss: 0.7165... Generator Loss: 1.4308 Epoch 2/2... Discriminator Loss: 0.8384... Generator Loss: 1.0719 Epoch 2/2... Discriminator Loss: 0.8775... Generator Loss: 1.0077 Epoch 2/2... Discriminator Loss: 1.3315... Generator Loss: 0.5240 Epoch 2/2... Discriminator Loss: 0.5278... Generator Loss: 1.7332 Epoch 2/2... Discriminator Loss: 1.3649... Generator Loss: 0.6348 Epoch 2/2... Discriminator Loss: 1.0902... Generator Loss: 0.7365 Epoch 2/2... Discriminator Loss: 1.2359... Generator Loss: 0.5895
Epoch 2/2... Discriminator Loss: 0.6405... Generator Loss: 1.3654 Epoch 2/2... Discriminator Loss: 0.7074... Generator Loss: 1.3944 Epoch 2/2... Discriminator Loss: 0.7653... Generator Loss: 1.1064 Epoch 2/2... Discriminator Loss: 1.2715... Generator Loss: 0.5634 Epoch 2/2... Discriminator Loss: 0.6614... Generator Loss: 1.4415 Epoch 2/2... Discriminator Loss: 2.4601... Generator Loss: 0.1787 Epoch 2/2... Discriminator Loss: 0.6667... Generator Loss: 1.6359 Epoch 2/2... Discriminator Loss: 1.3213... Generator Loss: 0.5379 Epoch 2/2... Discriminator Loss: 0.8107... Generator Loss: 1.0017 Epoch 2/2... Discriminator Loss: 0.7687... Generator Loss: 1.1638
Epoch 2/2... Discriminator Loss: 0.4291... Generator Loss: 2.4531 Epoch 2/2... Discriminator Loss: 0.7189... Generator Loss: 1.1905 Epoch 2/2... Discriminator Loss: 0.5078... Generator Loss: 2.1397 Epoch 2/2... Discriminator Loss: 0.9212... Generator Loss: 0.8592 Epoch 2/2... Discriminator Loss: 1.2748... Generator Loss: 0.5326 Epoch 2/2... Discriminator Loss: 0.4815... Generator Loss: 2.1033 Epoch 2/2... Discriminator Loss: 0.6668... Generator Loss: 1.4197 Epoch 2/2... Discriminator Loss: 0.4848... Generator Loss: 2.0234 Epoch 2/2... Discriminator Loss: 0.3770... Generator Loss: 3.1599 Epoch 2/2... Discriminator Loss: 1.2104... Generator Loss: 0.6251
Epoch 2/2... Discriminator Loss: 0.8104... Generator Loss: 1.0597 Epoch 2/2... Discriminator Loss: 2.6885... Generator Loss: 0.1567 Epoch 2/2... Discriminator Loss: 0.8140... Generator Loss: 1.1532 Epoch 2/2... Discriminator Loss: 0.5647... Generator Loss: 1.7922 Epoch 2/2... Discriminator Loss: 0.6582... Generator Loss: 1.3500 Epoch 2/2... Discriminator Loss: 0.4456... Generator Loss: 2.3469 Epoch 2/2... Discriminator Loss: 0.7999... Generator Loss: 1.0621 Epoch 2/2... Discriminator Loss: 0.7884... Generator Loss: 1.0155 Epoch 2/2... Discriminator Loss: 0.5037... Generator Loss: 2.2856 Epoch 2/2... Discriminator Loss: 1.1161... Generator Loss: 0.6318
Epoch 2/2... Discriminator Loss: 2.2794... Generator Loss: 0.2733 Epoch 2/2... Discriminator Loss: 1.0759... Generator Loss: 0.6773 Epoch 2/2... Discriminator Loss: 2.0679... Generator Loss: 0.2722 Epoch 2/2... Discriminator Loss: 1.9597... Generator Loss: 0.3311 Epoch 2/2... Discriminator Loss: 0.7132... Generator Loss: 1.1925 Epoch 2/2... Discriminator Loss: 2.8427... Generator Loss: 0.1061 Epoch 2/2... Discriminator Loss: 0.8485... Generator Loss: 0.9352 Epoch 2/2... Discriminator Loss: 0.9717... Generator Loss: 0.8050 Epoch 2/2... Discriminator Loss: 0.4201... Generator Loss: 2.5945 Epoch 2/2... Discriminator Loss: 1.4554... Generator Loss: 0.5911
Epoch 2/2... Discriminator Loss: 0.7267... Generator Loss: 1.1731 Epoch 2/2... Discriminator Loss: 0.5448... Generator Loss: 1.8909 Epoch 2/2... Discriminator Loss: 1.1446... Generator Loss: 0.6371 Epoch 2/2... Discriminator Loss: 0.8693... Generator Loss: 1.0112 Epoch 2/2... Discriminator Loss: 0.8422... Generator Loss: 1.4271 Epoch 2/2... Discriminator Loss: 1.0019... Generator Loss: 0.8250 Epoch 2/2... Discriminator Loss: 1.8985... Generator Loss: 0.3015 Epoch 2/2... Discriminator Loss: 0.6863... Generator Loss: 1.2174 Epoch 2/2... Discriminator Loss: 0.8987... Generator Loss: 0.8680 Epoch 2/2... Discriminator Loss: 0.6750... Generator Loss: 1.3612
Epoch 2/2... Discriminator Loss: 0.7081... Generator Loss: 1.2661 Epoch 2/2... Discriminator Loss: 0.3912... Generator Loss: 3.8211 Epoch 2/2... Discriminator Loss: 1.4506... Generator Loss: 0.4699 Epoch 2/2... Discriminator Loss: 0.8937... Generator Loss: 1.0451 Epoch 2/2... Discriminator Loss: 0.4351... Generator Loss: 2.4061 Epoch 2/2... Discriminator Loss: 1.0226... Generator Loss: 0.7500 Epoch 2/2... Discriminator Loss: 0.9168... Generator Loss: 0.8853 Epoch 2/2... Discriminator Loss: 0.4823... Generator Loss: 1.9926 Epoch 2/2... Discriminator Loss: 0.5870... Generator Loss: 1.6376 Epoch 2/2... Discriminator Loss: 2.7185... Generator Loss: 0.3602
Epoch 2/2... Discriminator Loss: 0.8512... Generator Loss: 1.0035 Epoch 2/2... Discriminator Loss: 0.4948... Generator Loss: 2.3192 Epoch 2/2... Discriminator Loss: 0.6228... Generator Loss: 1.5257 Epoch 2/2... Discriminator Loss: 0.6392... Generator Loss: 1.7629 Epoch 2/2... Discriminator Loss: 1.1902... Generator Loss: 0.5783 Epoch 2/2... Discriminator Loss: 1.1566... Generator Loss: 0.6709 Epoch 2/2... Discriminator Loss: 1.4974... Generator Loss: 0.4654 Epoch 2/2... Discriminator Loss: 0.6795... Generator Loss: 1.3272 Epoch 2/2... Discriminator Loss: 0.5378... Generator Loss: 3.0905 Epoch 2/2... Discriminator Loss: 0.4789... Generator Loss: 2.1459
Epoch 2/2... Discriminator Loss: 0.6775... Generator Loss: 1.2859 Epoch 2/2... Discriminator Loss: 0.4027... Generator Loss: 2.9192 Epoch 2/2... Discriminator Loss: 0.5298... Generator Loss: 2.2474 Epoch 2/2... Discriminator Loss: 0.9321... Generator Loss: 0.9835 Epoch 2/2... Discriminator Loss: 0.4704... Generator Loss: 2.3695 Epoch 2/2... Discriminator Loss: 0.6411... Generator Loss: 1.5347 Epoch 2/2... Discriminator Loss: 0.5292... Generator Loss: 2.5143 Epoch 2/2... Discriminator Loss: 0.5928... Generator Loss: 2.5167 Epoch 2/2... Discriminator Loss: 1.1598... Generator Loss: 0.6104 Epoch 2/2... Discriminator Loss: 1.2261... Generator Loss: 0.5766
Epoch 2/2... Discriminator Loss: 0.7052... Generator Loss: 1.2018 Epoch 2/2... Discriminator Loss: 0.5005... Generator Loss: 2.3318 Epoch 2/2... Discriminator Loss: 0.4814... Generator Loss: 2.5326 Epoch 2/2... Discriminator Loss: 0.6313... Generator Loss: 1.4917 Epoch 2/2... Discriminator Loss: 0.9236... Generator Loss: 1.1964 Epoch 2/2... Discriminator Loss: 0.7183... Generator Loss: 1.4079 Epoch 2/2... Discriminator Loss: 1.3030... Generator Loss: 0.5623 Epoch 2/2... Discriminator Loss: 1.1936... Generator Loss: 0.7562 Epoch 2/2... Discriminator Loss: 1.3088... Generator Loss: 0.5204 Epoch 2/2... Discriminator Loss: 0.6459... Generator Loss: 1.4115
Epoch 2/2... Discriminator Loss: 0.4684... Generator Loss: 2.3843 Epoch 2/2... Discriminator Loss: 0.8458... Generator Loss: 1.0113 Epoch 2/2... Discriminator Loss: 0.4354... Generator Loss: 2.3899 Epoch 2/2... Discriminator Loss: 1.4267... Generator Loss: 0.5325 Epoch 2/2... Discriminator Loss: 0.6409... Generator Loss: 1.3640 Epoch 2/2... Discriminator Loss: 0.7180... Generator Loss: 1.2452 Epoch 2/2... Discriminator Loss: 0.4473... Generator Loss: 2.5311 Epoch 2/2... Discriminator Loss: 0.4887... Generator Loss: 1.9909 Epoch 2/2... Discriminator Loss: 0.6048... Generator Loss: 1.4834 Epoch 2/2... Discriminator Loss: 0.6678... Generator Loss: 1.3649
Epoch 2/2... Discriminator Loss: 0.8427... Generator Loss: 1.0139 Epoch 2/2... Discriminator Loss: 0.4681... Generator Loss: 2.2459 Epoch 2/2... Discriminator Loss: 0.9424... Generator Loss: 0.8537 Epoch 2/2... Discriminator Loss: 0.6182... Generator Loss: 1.4311 Epoch 2/2... Discriminator Loss: 1.8777... Generator Loss: 0.2803 Epoch 2/2... Discriminator Loss: 0.8224... Generator Loss: 2.8278 Epoch 2/2... Discriminator Loss: 0.4865... Generator Loss: 2.4231 Epoch 2/2... Discriminator Loss: 0.7682... Generator Loss: 1.3261 Epoch 2/2... Discriminator Loss: 0.5586... Generator Loss: 1.7960 Epoch 2/2... Discriminator Loss: 0.4459... Generator Loss: 2.6414
Epoch 2/2... Discriminator Loss: 0.7331... Generator Loss: 1.1234 Epoch 2/2... Discriminator Loss: 0.7337... Generator Loss: 1.1756 Epoch 2/2... Discriminator Loss: 1.0060... Generator Loss: 0.9159 Epoch 2/2... Discriminator Loss: 0.6642... Generator Loss: 1.3220 Epoch 2/2... Discriminator Loss: 0.9312... Generator Loss: 0.8957 Epoch 2/2... Discriminator Loss: 0.8579... Generator Loss: 1.2294 Epoch 2/2... Discriminator Loss: 0.8657... Generator Loss: 0.9689 Epoch 2/2... Discriminator Loss: 0.7973... Generator Loss: 1.0462 Epoch 2/2... Discriminator Loss: 1.3978... Generator Loss: 0.4403 Epoch 2/2... Discriminator Loss: 0.6487... Generator Loss: 1.5563
Epoch 2/2... Discriminator Loss: 1.1617... Generator Loss: 0.6590 Epoch 2/2... Discriminator Loss: 0.9220... Generator Loss: 0.9737 Epoch 2/2... Discriminator Loss: 0.5145... Generator Loss: 1.9505 Epoch 2/2... Discriminator Loss: 3.0631... Generator Loss: 0.1138 Epoch 2/2... Discriminator Loss: 0.4880... Generator Loss: 2.1804 Epoch 2/2... Discriminator Loss: 2.4473... Generator Loss: 0.1774 Epoch 2/2... Discriminator Loss: 0.8385... Generator Loss: 1.0963 Epoch 2/2... Discriminator Loss: 1.0399... Generator Loss: 0.7277 Epoch 2/2... Discriminator Loss: 1.1327... Generator Loss: 0.7542 Epoch 2/2... Discriminator Loss: 1.2585... Generator Loss: 0.6057
Epoch 2/2... Discriminator Loss: 1.0644... Generator Loss: 0.7036 Epoch 2/2... Discriminator Loss: 0.5491... Generator Loss: 2.1052 Epoch 2/2... Discriminator Loss: 0.5087... Generator Loss: 2.0572 Epoch 2/2... Discriminator Loss: 0.3741... Generator Loss: 3.3491 Epoch 2/2... Discriminator Loss: 0.4346... Generator Loss: 2.8116 Epoch 2/2... Discriminator Loss: 0.5040... Generator Loss: 3.1286 Epoch 2/2... Discriminator Loss: 0.8927... Generator Loss: 1.0074 Epoch 2/2... Discriminator Loss: 0.8207... Generator Loss: 1.1003 Epoch 2/2... Discriminator Loss: 1.6197... Generator Loss: 0.3861 Epoch 2/2... Discriminator Loss: 0.4992... Generator Loss: 2.2206
Epoch 2/2... Discriminator Loss: 0.5440... Generator Loss: 1.9714 Epoch 2/2... Discriminator Loss: 0.9905... Generator Loss: 0.7998 Epoch 2/2... Discriminator Loss: 0.5723... Generator Loss: 1.6058 Epoch 2/2... Discriminator Loss: 0.9654... Generator Loss: 0.8662 Epoch 2/2... Discriminator Loss: 1.7750... Generator Loss: 0.3480 Epoch 2/2... Discriminator Loss: 0.5702... Generator Loss: 1.6740 Epoch 2/2... Discriminator Loss: 1.6742... Generator Loss: 0.3872 Epoch 2/2... Discriminator Loss: 2.3083... Generator Loss: 0.2128 Epoch 2/2... Discriminator Loss: 0.4296... Generator Loss: 2.8036 Epoch 2/2... Discriminator Loss: 1.1158... Generator Loss: 0.7095
Epoch 2/2... Discriminator Loss: 1.0538... Generator Loss: 0.8084 Epoch 2/2... Discriminator Loss: 2.0978... Generator Loss: 0.3590 Epoch 2/2... Discriminator Loss: 0.6841... Generator Loss: 1.2805 Epoch 2/2... Discriminator Loss: 0.6367... Generator Loss: 1.5871 Epoch 2/2... Discriminator Loss: 0.6943... Generator Loss: 1.4409 Epoch 2/2... Discriminator Loss: 0.7524... Generator Loss: 1.2666 Epoch 2/2... Discriminator Loss: 2.0872... Generator Loss: 0.2257 Epoch 2/2... Discriminator Loss: 0.9579... Generator Loss: 0.9843 Epoch 2/2... Discriminator Loss: 1.6067... Generator Loss: 0.4480 Epoch 2/2... Discriminator Loss: 0.3986... Generator Loss: 3.0341
Epoch 2/2... Discriminator Loss: 0.3986... Generator Loss: 3.0341
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 8
z_dim = 100
learning_rate = .0001
beta1 = .1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
100 (?, 28, 28, 3) 28 (?, 100) inputz1 100 out 3 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3) Epoch 1/1... Discriminator Loss: 1.2189... Generator Loss: 3.6081 Epoch 1/1... Discriminator Loss: 2.5897... Generator Loss: 0.1565 Epoch 1/1... Discriminator Loss: 3.7127... Generator Loss: 0.0602 Epoch 1/1... Discriminator Loss: 2.3352... Generator Loss: 0.2347 Epoch 1/1... Discriminator Loss: 0.8812... Generator Loss: 7.4372 Epoch 1/1... Discriminator Loss: 1.1257... Generator Loss: 7.3123 Epoch 1/1... Discriminator Loss: 0.5116... Generator Loss: 4.1007 Epoch 1/1... Discriminator Loss: 0.4336... Generator Loss: 3.5787 Epoch 1/1... Discriminator Loss: 0.5334... Generator Loss: 5.0651 Epoch 1/1... Discriminator Loss: 0.4439... Generator Loss: 2.6081 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.9706... Generator Loss: 0.3274 Epoch 1/1... Discriminator Loss: 0.5528... Generator Loss: 2.4443 Epoch 1/1... Discriminator Loss: 1.1043... Generator Loss: 0.6739 Epoch 1/1... Discriminator Loss: 1.1114... Generator Loss: 0.6460 Epoch 1/1... Discriminator Loss: 0.8193... Generator Loss: 1.2051 Epoch 1/1... Discriminator Loss: 0.9229... Generator Loss: 3.4124 Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 4.8738 Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 1.4165 Epoch 1/1... Discriminator Loss: 1.1214... Generator Loss: 0.6314 Epoch 1/1... Discriminator Loss: 0.7139... Generator Loss: 2.9763 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9729... Generator Loss: 5.2825 Epoch 1/1... Discriminator Loss: 1.4439... Generator Loss: 0.4198 Epoch 1/1... Discriminator Loss: 1.5286... Generator Loss: 2.2928 Epoch 1/1... Discriminator Loss: 0.8420... Generator Loss: 0.9792 Epoch 1/1... Discriminator Loss: 1.2696... Generator Loss: 0.5376 Epoch 1/1... Discriminator Loss: 1.1872... Generator Loss: 0.8498 Epoch 1/1... Discriminator Loss: 2.4993... Generator Loss: 0.1386 Epoch 1/1... Discriminator Loss: 0.7746... Generator Loss: 1.6120 Epoch 1/1... Discriminator Loss: 1.0944... Generator Loss: 0.7470 Epoch 1/1... Discriminator Loss: 1.0738... Generator Loss: 3.4221 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6312... Generator Loss: 0.4289 Epoch 1/1... Discriminator Loss: 2.4038... Generator Loss: 0.1584 Epoch 1/1... Discriminator Loss: 1.6564... Generator Loss: 0.3491 Epoch 1/1... Discriminator Loss: 1.3014... Generator Loss: 0.5878 Epoch 1/1... Discriminator Loss: 1.2544... Generator Loss: 0.8239 Epoch 1/1... Discriminator Loss: 1.9449... Generator Loss: 0.3678 Epoch 1/1... Discriminator Loss: 1.2784... Generator Loss: 0.9941 Epoch 1/1... Discriminator Loss: 0.9358... Generator Loss: 1.0406 Epoch 1/1... Discriminator Loss: 1.8798... Generator Loss: 0.2877 Epoch 1/1... Discriminator Loss: 1.0914... Generator Loss: 0.7425 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7121... Generator Loss: 2.0084 Epoch 1/1... Discriminator Loss: 1.6317... Generator Loss: 0.3298 Epoch 1/1... Discriminator Loss: 1.7885... Generator Loss: 0.3045 Epoch 1/1... Discriminator Loss: 0.8316... Generator Loss: 0.9907 Epoch 1/1... Discriminator Loss: 0.8674... Generator Loss: 1.0005 Epoch 1/1... Discriminator Loss: 1.0245... Generator Loss: 0.9409 Epoch 1/1... Discriminator Loss: 1.3272... Generator Loss: 0.4950 Epoch 1/1... Discriminator Loss: 0.6441... Generator Loss: 1.9854 Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 0.8525 Epoch 1/1... Discriminator Loss: 1.5676... Generator Loss: 0.4539 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9416... Generator Loss: 0.9062 Epoch 1/1... Discriminator Loss: 1.6777... Generator Loss: 0.3644 Epoch 1/1... Discriminator Loss: 1.1056... Generator Loss: 0.9577 Epoch 1/1... Discriminator Loss: 1.3791... Generator Loss: 0.4613 Epoch 1/1... Discriminator Loss: 2.0550... Generator Loss: 0.2418 Epoch 1/1... Discriminator Loss: 1.8310... Generator Loss: 0.2658 Epoch 1/1... Discriminator Loss: 2.1467... Generator Loss: 0.1985 Epoch 1/1... Discriminator Loss: 1.2112... Generator Loss: 0.8619 Epoch 1/1... Discriminator Loss: 1.8066... Generator Loss: 0.3148 Epoch 1/1... Discriminator Loss: 1.3035... Generator Loss: 0.5250 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.0354... Generator Loss: 0.2361 Epoch 1/1... Discriminator Loss: 1.6954... Generator Loss: 0.3822 Epoch 1/1... Discriminator Loss: 1.1639... Generator Loss: 0.6030 Epoch 1/1... Discriminator Loss: 1.3417... Generator Loss: 0.5060 Epoch 1/1... Discriminator Loss: 1.5078... Generator Loss: 0.4284 Epoch 1/1... Discriminator Loss: 1.6527... Generator Loss: 0.5181 Epoch 1/1... Discriminator Loss: 1.9963... Generator Loss: 0.2419 Epoch 1/1... Discriminator Loss: 2.1350... Generator Loss: 0.1927 Epoch 1/1... Discriminator Loss: 1.0136... Generator Loss: 0.9971 Epoch 1/1... Discriminator Loss: 2.1225... Generator Loss: 0.2148 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9848... Generator Loss: 0.8615 Epoch 1/1... Discriminator Loss: 1.2004... Generator Loss: 1.0532 Epoch 1/1... Discriminator Loss: 1.3404... Generator Loss: 0.4931 Epoch 1/1... Discriminator Loss: 1.1891... Generator Loss: 0.6602 Epoch 1/1... Discriminator Loss: 2.2407... Generator Loss: 0.1948 Epoch 1/1... Discriminator Loss: 0.7061... Generator Loss: 1.1993 Epoch 1/1... Discriminator Loss: 1.1426... Generator Loss: 0.7165 Epoch 1/1... Discriminator Loss: 1.9622... Generator Loss: 0.2328 Epoch 1/1... Discriminator Loss: 2.0384... Generator Loss: 0.2103 Epoch 1/1... Discriminator Loss: 2.2111... Generator Loss: 0.1816 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0317... Generator Loss: 1.7908 Epoch 1/1... Discriminator Loss: 1.5972... Generator Loss: 0.3598 Epoch 1/1... Discriminator Loss: 1.6584... Generator Loss: 2.9435 Epoch 1/1... Discriminator Loss: 1.1272... Generator Loss: 0.6651 Epoch 1/1... Discriminator Loss: 0.9656... Generator Loss: 1.9873 Epoch 1/1... Discriminator Loss: 0.9495... Generator Loss: 2.1424 Epoch 1/1... Discriminator Loss: 1.5266... Generator Loss: 0.5114 Epoch 1/1... Discriminator Loss: 1.4524... Generator Loss: 0.4276 Epoch 1/1... Discriminator Loss: 1.3731... Generator Loss: 0.4983 Epoch 1/1... Discriminator Loss: 1.2156... Generator Loss: 0.6679 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1343... Generator Loss: 2.0854 Epoch 1/1... Discriminator Loss: 1.5163... Generator Loss: 0.4440 Epoch 1/1... Discriminator Loss: 1.1865... Generator Loss: 0.6218 Epoch 1/1... Discriminator Loss: 1.2588... Generator Loss: 0.5289 Epoch 1/1... Discriminator Loss: 1.4609... Generator Loss: 0.4545 Epoch 1/1... Discriminator Loss: 0.9047... Generator Loss: 1.3969 Epoch 1/1... Discriminator Loss: 1.2033... Generator Loss: 0.6213 Epoch 1/1... Discriminator Loss: 1.2275... Generator Loss: 0.5987 Epoch 1/1... Discriminator Loss: 1.0131... Generator Loss: 0.8830 Epoch 1/1... Discriminator Loss: 0.7257... Generator Loss: 1.1963 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7625... Generator Loss: 1.2884 Epoch 1/1... Discriminator Loss: 1.3905... Generator Loss: 0.5078 Epoch 1/1... Discriminator Loss: 1.4091... Generator Loss: 0.4747 Epoch 1/1... Discriminator Loss: 0.9473... Generator Loss: 1.5660 Epoch 1/1... Discriminator Loss: 0.7061... Generator Loss: 1.7053 Epoch 1/1... Discriminator Loss: 1.4605... Generator Loss: 0.4276 Epoch 1/1... Discriminator Loss: 1.6760... Generator Loss: 0.3220 Epoch 1/1... Discriminator Loss: 1.0632... Generator Loss: 2.3585 Epoch 1/1... Discriminator Loss: 1.0254... Generator Loss: 0.8809 Epoch 1/1... Discriminator Loss: 1.0399... Generator Loss: 1.3596 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7694... Generator Loss: 1.2649 Epoch 1/1... Discriminator Loss: 0.8971... Generator Loss: 1.7091 Epoch 1/1... Discriminator Loss: 1.3010... Generator Loss: 0.5964 Epoch 1/1... Discriminator Loss: 1.0930... Generator Loss: 1.0979 Epoch 1/1... Discriminator Loss: 1.8647... Generator Loss: 0.2726 Epoch 1/1... Discriminator Loss: 0.8482... Generator Loss: 1.0797 Epoch 1/1... Discriminator Loss: 1.0438... Generator Loss: 0.8874 Epoch 1/1... Discriminator Loss: 0.9752... Generator Loss: 1.0232 Epoch 1/1... Discriminator Loss: 1.6020... Generator Loss: 0.3493 Epoch 1/1... Discriminator Loss: 1.7734... Generator Loss: 0.2891 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7799... Generator Loss: 1.8401 Epoch 1/1... Discriminator Loss: 1.2094... Generator Loss: 0.5829 Epoch 1/1... Discriminator Loss: 1.1684... Generator Loss: 0.6399 Epoch 1/1... Discriminator Loss: 1.2983... Generator Loss: 0.5584 Epoch 1/1... Discriminator Loss: 0.6864... Generator Loss: 1.6031 Epoch 1/1... Discriminator Loss: 1.6076... Generator Loss: 0.3524 Epoch 1/1... Discriminator Loss: 1.3240... Generator Loss: 2.1485 Epoch 1/1... Discriminator Loss: 0.7750... Generator Loss: 1.2967 Epoch 1/1... Discriminator Loss: 1.0011... Generator Loss: 0.8025 Epoch 1/1... Discriminator Loss: 1.3268... Generator Loss: 0.4891 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6669... Generator Loss: 0.3467 Epoch 1/1... Discriminator Loss: 1.2258... Generator Loss: 0.6025 Epoch 1/1... Discriminator Loss: 1.5747... Generator Loss: 0.3540 Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 0.8031 Epoch 1/1... Discriminator Loss: 1.2563... Generator Loss: 0.5696 Epoch 1/1... Discriminator Loss: 1.1345... Generator Loss: 0.6541 Epoch 1/1... Discriminator Loss: 0.9176... Generator Loss: 1.9719 Epoch 1/1... Discriminator Loss: 1.4892... Generator Loss: 0.4728 Epoch 1/1... Discriminator Loss: 0.9655... Generator Loss: 0.9372 Epoch 1/1... Discriminator Loss: 2.3445... Generator Loss: 0.1513 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3804... Generator Loss: 0.4784 Epoch 1/1... Discriminator Loss: 0.8135... Generator Loss: 1.0522 Epoch 1/1... Discriminator Loss: 1.0972... Generator Loss: 0.6753 Epoch 1/1... Discriminator Loss: 0.7844... Generator Loss: 1.2230 Epoch 1/1... Discriminator Loss: 0.6696... Generator Loss: 1.6156 Epoch 1/1... Discriminator Loss: 1.1036... Generator Loss: 0.6578 Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 0.6883 Epoch 1/1... Discriminator Loss: 2.0189... Generator Loss: 0.2087 Epoch 1/1... Discriminator Loss: 0.8838... Generator Loss: 2.3406 Epoch 1/1... Discriminator Loss: 0.9519... Generator Loss: 0.8345 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4642... Generator Loss: 0.4570 Epoch 1/1... Discriminator Loss: 1.0151... Generator Loss: 0.8291 Epoch 1/1... Discriminator Loss: 1.7555... Generator Loss: 0.2944 Epoch 1/1... Discriminator Loss: 0.9324... Generator Loss: 1.0446 Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 0.8088 Epoch 1/1... Discriminator Loss: 0.6838... Generator Loss: 1.8454 Epoch 1/1... Discriminator Loss: 1.0021... Generator Loss: 1.7104 Epoch 1/1... Discriminator Loss: 0.8681... Generator Loss: 0.9213 Epoch 1/1... Discriminator Loss: 1.2720... Generator Loss: 0.5268 Epoch 1/1... Discriminator Loss: 2.0435... Generator Loss: 0.2295 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5928... Generator Loss: 0.3561 Epoch 1/1... Discriminator Loss: 0.8167... Generator Loss: 1.0497 Epoch 1/1... Discriminator Loss: 0.9285... Generator Loss: 1.3047 Epoch 1/1... Discriminator Loss: 1.7809... Generator Loss: 0.2759 Epoch 1/1... Discriminator Loss: 1.7146... Generator Loss: 0.3548 Epoch 1/1... Discriminator Loss: 1.0994... Generator Loss: 0.8106 Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 0.9187 Epoch 1/1... Discriminator Loss: 0.8815... Generator Loss: 1.2770 Epoch 1/1... Discriminator Loss: 1.4830... Generator Loss: 0.4549 Epoch 1/1... Discriminator Loss: 2.0603... Generator Loss: 0.2357 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9451... Generator Loss: 1.5616 Epoch 1/1... Discriminator Loss: 1.6499... Generator Loss: 0.3194 Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 2.3230 Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 1.8246 Epoch 1/1... Discriminator Loss: 1.8761... Generator Loss: 0.2479 Epoch 1/1... Discriminator Loss: 1.6243... Generator Loss: 0.3510 Epoch 1/1... Discriminator Loss: 1.9124... Generator Loss: 0.2457 Epoch 1/1... Discriminator Loss: 0.7849... Generator Loss: 1.8241 Epoch 1/1... Discriminator Loss: 1.1246... Generator Loss: 0.6719 Epoch 1/1... Discriminator Loss: 2.2045... Generator Loss: 0.1813 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.9537... Generator Loss: 0.2478 Epoch 1/1... Discriminator Loss: 1.5258... Generator Loss: 0.3825 Epoch 1/1... Discriminator Loss: 1.5008... Generator Loss: 0.3972 Epoch 1/1... Discriminator Loss: 1.0921... Generator Loss: 0.9352 Epoch 1/1... Discriminator Loss: 1.2399... Generator Loss: 0.7045 Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 0.6030 Epoch 1/1... Discriminator Loss: 1.3123... Generator Loss: 0.5139 Epoch 1/1... Discriminator Loss: 1.7604... Generator Loss: 0.3475 Epoch 1/1... Discriminator Loss: 1.0020... Generator Loss: 0.7543 Epoch 1/1... Discriminator Loss: 1.4232... Generator Loss: 0.4280 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4964... Generator Loss: 0.4082 Epoch 1/1... Discriminator Loss: 1.1949... Generator Loss: 0.6295 Epoch 1/1... Discriminator Loss: 0.9669... Generator Loss: 0.8346 Epoch 1/1... Discriminator Loss: 1.4544... Generator Loss: 0.4131 Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.7335 Epoch 1/1... Discriminator Loss: 1.4849... Generator Loss: 0.4068 Epoch 1/1... Discriminator Loss: 0.6331... Generator Loss: 2.0584 Epoch 1/1... Discriminator Loss: 1.6989... Generator Loss: 0.3102 Epoch 1/1... Discriminator Loss: 1.2531... Generator Loss: 0.5637 Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 1.6538 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.3805... Generator Loss: 0.1605 Epoch 1/1... Discriminator Loss: 1.1064... Generator Loss: 0.7643 Epoch 1/1... Discriminator Loss: 0.9027... Generator Loss: 0.8718 Epoch 1/1... Discriminator Loss: 1.8030... Generator Loss: 0.2918 Epoch 1/1... Discriminator Loss: 0.9344... Generator Loss: 0.8715 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 0.6470 Epoch 1/1... Discriminator Loss: 1.9091... Generator Loss: 0.2526 Epoch 1/1... Discriminator Loss: 1.3032... Generator Loss: 0.5520 Epoch 1/1... Discriminator Loss: 0.9381... Generator Loss: 0.9394 Epoch 1/1... Discriminator Loss: 0.8669... Generator Loss: 1.2400 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.5770 Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.6885 Epoch 1/1... Discriminator Loss: 1.2136... Generator Loss: 0.5877 Epoch 1/1... Discriminator Loss: 0.8013... Generator Loss: 1.5417 Epoch 1/1... Discriminator Loss: 0.7952... Generator Loss: 1.3413 Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 1.0204 Epoch 1/1... Discriminator Loss: 0.7567... Generator Loss: 1.5009 Epoch 1/1... Discriminator Loss: 2.2832... Generator Loss: 0.1765 Epoch 1/1... Discriminator Loss: 1.5837... Generator Loss: 0.3621 Epoch 1/1... Discriminator Loss: 0.9462... Generator Loss: 0.8692 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3982... Generator Loss: 0.4777 Epoch 1/1... Discriminator Loss: 1.8281... Generator Loss: 0.2674 Epoch 1/1... Discriminator Loss: 1.0934... Generator Loss: 0.6930 Epoch 1/1... Discriminator Loss: 0.9124... Generator Loss: 2.2436 Epoch 1/1... Discriminator Loss: 1.1674... Generator Loss: 0.6463 Epoch 1/1... Discriminator Loss: 0.8295... Generator Loss: 1.2305 Epoch 1/1... Discriminator Loss: 1.5446... Generator Loss: 0.3640 Epoch 1/1... Discriminator Loss: 0.7045... Generator Loss: 1.4853 Epoch 1/1... Discriminator Loss: 1.5977... Generator Loss: 0.3420 Epoch 1/1... Discriminator Loss: 1.2158... Generator Loss: 0.5666 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9391... Generator Loss: 0.9535 Epoch 1/1... Discriminator Loss: 0.7535... Generator Loss: 1.2407 Epoch 1/1... Discriminator Loss: 1.4876... Generator Loss: 0.4013 Epoch 1/1... Discriminator Loss: 1.2017... Generator Loss: 0.8073 Epoch 1/1... Discriminator Loss: 1.2276... Generator Loss: 0.5914 Epoch 1/1... Discriminator Loss: 1.3884... Generator Loss: 0.4795 Epoch 1/1... Discriminator Loss: 2.5063... Generator Loss: 0.1565 Epoch 1/1... Discriminator Loss: 0.9885... Generator Loss: 0.7634 Epoch 1/1... Discriminator Loss: 1.6251... Generator Loss: 0.3502 Epoch 1/1... Discriminator Loss: 0.8382... Generator Loss: 1.1135 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8130... Generator Loss: 1.5581 Epoch 1/1... Discriminator Loss: 1.2923... Generator Loss: 0.5280 Epoch 1/1... Discriminator Loss: 1.0271... Generator Loss: 0.7525 Epoch 1/1... Discriminator Loss: 0.9838... Generator Loss: 1.5572 Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 0.6723 Epoch 1/1... Discriminator Loss: 1.7228... Generator Loss: 0.3144 Epoch 1/1... Discriminator Loss: 1.8107... Generator Loss: 0.2793 Epoch 1/1... Discriminator Loss: 1.7011... Generator Loss: 0.3158 Epoch 1/1... Discriminator Loss: 1.1362... Generator Loss: 0.5980 Epoch 1/1... Discriminator Loss: 0.8151... Generator Loss: 1.1459 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1121... Generator Loss: 0.7561 Epoch 1/1... Discriminator Loss: 1.6274... Generator Loss: 0.3268 Epoch 1/1... Discriminator Loss: 2.0509... Generator Loss: 0.2079 Epoch 1/1... Discriminator Loss: 0.8252... Generator Loss: 1.4762 Epoch 1/1... Discriminator Loss: 2.0019... Generator Loss: 0.2296 Epoch 1/1... Discriminator Loss: 0.7352... Generator Loss: 1.2176 Epoch 1/1... Discriminator Loss: 1.7436... Generator Loss: 0.2990 Epoch 1/1... Discriminator Loss: 1.0088... Generator Loss: 0.7730 Epoch 1/1... Discriminator Loss: 0.8146... Generator Loss: 1.0027 Epoch 1/1... Discriminator Loss: 1.0794... Generator Loss: 0.6510 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8788... Generator Loss: 1.2677 Epoch 1/1... Discriminator Loss: 1.4462... Generator Loss: 0.4084 Epoch 1/1... Discriminator Loss: 0.8285... Generator Loss: 0.9972 Epoch 1/1... Discriminator Loss: 0.7723... Generator Loss: 1.0644 Epoch 1/1... Discriminator Loss: 1.2699... Generator Loss: 0.5440 Epoch 1/1... Discriminator Loss: 0.9413... Generator Loss: 2.5236 Epoch 1/1... Discriminator Loss: 1.1727... Generator Loss: 0.5970 Epoch 1/1... Discriminator Loss: 1.3927... Generator Loss: 0.4640 Epoch 1/1... Discriminator Loss: 0.8631... Generator Loss: 0.9286 Epoch 1/1... Discriminator Loss: 1.1577... Generator Loss: 0.5923 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2668... Generator Loss: 0.5078 Epoch 1/1... Discriminator Loss: 1.9792... Generator Loss: 0.2296 Epoch 1/1... Discriminator Loss: 0.9541... Generator Loss: 1.3431 Epoch 1/1... Discriminator Loss: 0.8442... Generator Loss: 1.0371 Epoch 1/1... Discriminator Loss: 1.8418... Generator Loss: 0.2751 Epoch 1/1... Discriminator Loss: 1.0067... Generator Loss: 0.9564 Epoch 1/1... Discriminator Loss: 1.2519... Generator Loss: 0.6188 Epoch 1/1... Discriminator Loss: 1.8295... Generator Loss: 0.2933 Epoch 1/1... Discriminator Loss: 1.6867... Generator Loss: 0.3918 Epoch 1/1... Discriminator Loss: 0.9398... Generator Loss: 0.8607 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8897... Generator Loss: 1.0668 Epoch 1/1... Discriminator Loss: 2.2777... Generator Loss: 0.1672 Epoch 1/1... Discriminator Loss: 1.5922... Generator Loss: 0.3571 Epoch 1/1... Discriminator Loss: 1.0824... Generator Loss: 0.8618 Epoch 1/1... Discriminator Loss: 1.6152... Generator Loss: 0.3617 Epoch 1/1... Discriminator Loss: 0.8864... Generator Loss: 0.9617 Epoch 1/1... Discriminator Loss: 1.4461... Generator Loss: 0.4413 Epoch 1/1... Discriminator Loss: 1.3324... Generator Loss: 0.4807 Epoch 1/1... Discriminator Loss: 1.6332... Generator Loss: 0.3369 Epoch 1/1... Discriminator Loss: 1.0705... Generator Loss: 0.6854 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9256... Generator Loss: 0.9264 Epoch 1/1... Discriminator Loss: 1.6942... Generator Loss: 0.3234 Epoch 1/1... Discriminator Loss: 0.9455... Generator Loss: 0.8935 Epoch 1/1... Discriminator Loss: 1.9445... Generator Loss: 0.2286 Epoch 1/1... Discriminator Loss: 1.4040... Generator Loss: 0.4384 Epoch 1/1... Discriminator Loss: 0.6870... Generator Loss: 1.4490 Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.4565 Epoch 1/1... Discriminator Loss: 0.8735... Generator Loss: 1.1040 Epoch 1/1... Discriminator Loss: 0.9060... Generator Loss: 0.9443 Epoch 1/1... Discriminator Loss: 0.7425... Generator Loss: 1.8854 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9947... Generator Loss: 0.9097 Epoch 1/1... Discriminator Loss: 1.6368... Generator Loss: 0.3605 Epoch 1/1... Discriminator Loss: 0.9873... Generator Loss: 0.7522 Epoch 1/1... Discriminator Loss: 0.8478... Generator Loss: 1.2237 Epoch 1/1... Discriminator Loss: 1.5416... Generator Loss: 0.4077 Epoch 1/1... Discriminator Loss: 0.9213... Generator Loss: 0.9118 Epoch 1/1... Discriminator Loss: 0.7221... Generator Loss: 1.1596 Epoch 1/1... Discriminator Loss: 0.8593... Generator Loss: 0.9481 Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.6267 Epoch 1/1... Discriminator Loss: 0.7222... Generator Loss: 1.2132 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8603... Generator Loss: 1.6741 Epoch 1/1... Discriminator Loss: 1.3080... Generator Loss: 0.5088 Epoch 1/1... Discriminator Loss: 0.6694... Generator Loss: 2.0460 Epoch 1/1... Discriminator Loss: 1.0568... Generator Loss: 0.7309 Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.8101 Epoch 1/1... Discriminator Loss: 2.1025... Generator Loss: 0.1912 Epoch 1/1... Discriminator Loss: 1.3122... Generator Loss: 0.4919 Epoch 1/1... Discriminator Loss: 0.8196... Generator Loss: 1.1568 Epoch 1/1... Discriminator Loss: 1.6547... Generator Loss: 0.3625 Epoch 1/1... Discriminator Loss: 1.2735... Generator Loss: 0.5692 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8593... Generator Loss: 1.1394 Epoch 1/1... Discriminator Loss: 1.2032... Generator Loss: 0.6203 Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 1.4531 Epoch 1/1... Discriminator Loss: 0.9818... Generator Loss: 1.2336 Epoch 1/1... Discriminator Loss: 0.7641... Generator Loss: 1.3262 Epoch 1/1... Discriminator Loss: 1.4357... Generator Loss: 0.4134 Epoch 1/1... Discriminator Loss: 0.8279... Generator Loss: 1.0801 Epoch 1/1... Discriminator Loss: 0.8857... Generator Loss: 1.0105 Epoch 1/1... Discriminator Loss: 1.6107... Generator Loss: 0.3750 Epoch 1/1... Discriminator Loss: 0.9946... Generator Loss: 1.5554 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 0.9066 Epoch 1/1... Discriminator Loss: 1.0375... Generator Loss: 0.7131 Epoch 1/1... Discriminator Loss: 1.2597... Generator Loss: 0.5304 Epoch 1/1... Discriminator Loss: 2.0394... Generator Loss: 0.2242 Epoch 1/1... Discriminator Loss: 1.7493... Generator Loss: 0.3005 Epoch 1/1... Discriminator Loss: 0.7222... Generator Loss: 1.2269 Epoch 1/1... Discriminator Loss: 0.9807... Generator Loss: 0.7988 Epoch 1/1... Discriminator Loss: 0.8888... Generator Loss: 0.8783 Epoch 1/1... Discriminator Loss: 1.1127... Generator Loss: 0.6405 Epoch 1/1... Discriminator Loss: 2.1309... Generator Loss: 0.2790 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6610... Generator Loss: 1.4381 Epoch 1/1... Discriminator Loss: 1.4751... Generator Loss: 0.4476 Epoch 1/1... Discriminator Loss: 1.6349... Generator Loss: 0.3558 Epoch 1/1... Discriminator Loss: 0.7360... Generator Loss: 1.4450 Epoch 1/1... Discriminator Loss: 1.5384... Generator Loss: 0.3848 Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.6475 Epoch 1/1... Discriminator Loss: 1.2320... Generator Loss: 0.5337 Epoch 1/1... Discriminator Loss: 0.6062... Generator Loss: 1.7261 Epoch 1/1... Discriminator Loss: 1.2163... Generator Loss: 0.5982 Epoch 1/1... Discriminator Loss: 0.7082... Generator Loss: 1.3941 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.4267... Generator Loss: 0.1558 Epoch 1/1... Discriminator Loss: 0.9704... Generator Loss: 1.0882 Epoch 1/1... Discriminator Loss: 0.8366... Generator Loss: 1.1505 Epoch 1/1... Discriminator Loss: 1.0615... Generator Loss: 0.7072 Epoch 1/1... Discriminator Loss: 0.7272... Generator Loss: 1.4751 Epoch 1/1... Discriminator Loss: 1.1468... Generator Loss: 0.6259 Epoch 1/1... Discriminator Loss: 0.9145... Generator Loss: 1.3958 Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 0.9312 Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 0.8770 Epoch 1/1... Discriminator Loss: 0.7752... Generator Loss: 1.1312 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2006... Generator Loss: 0.5967 Epoch 1/1... Discriminator Loss: 0.9212... Generator Loss: 0.9541 Epoch 1/1... Discriminator Loss: 1.9486... Generator Loss: 0.2758 Epoch 1/1... Discriminator Loss: 1.1597... Generator Loss: 0.6204 Epoch 1/1... Discriminator Loss: 2.2290... Generator Loss: 0.1897 Epoch 1/1... Discriminator Loss: 0.8641... Generator Loss: 1.2489 Epoch 1/1... Discriminator Loss: 1.0391... Generator Loss: 0.7193 Epoch 1/1... Discriminator Loss: 0.9342... Generator Loss: 0.8536 Epoch 1/1... Discriminator Loss: 1.5693... Generator Loss: 0.3530 Epoch 1/1... Discriminator Loss: 0.7890... Generator Loss: 1.0771 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3110... Generator Loss: 0.4799 Epoch 1/1... Discriminator Loss: 0.9713... Generator Loss: 0.7682 Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.5602 Epoch 1/1... Discriminator Loss: 0.9165... Generator Loss: 0.8526 Epoch 1/1... Discriminator Loss: 1.3470... Generator Loss: 0.4939 Epoch 1/1... Discriminator Loss: 1.1811... Generator Loss: 0.6027 Epoch 1/1... Discriminator Loss: 1.0953... Generator Loss: 1.0547 Epoch 1/1... Discriminator Loss: 1.0178... Generator Loss: 0.7091 Epoch 1/1... Discriminator Loss: 0.6984... Generator Loss: 1.2307 Epoch 1/1... Discriminator Loss: 1.7835... Generator Loss: 0.2955 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7732... Generator Loss: 1.0861 Epoch 1/1... Discriminator Loss: 1.6603... Generator Loss: 0.3212 Epoch 1/1... Discriminator Loss: 0.7010... Generator Loss: 1.5784 Epoch 1/1... Discriminator Loss: 1.4858... Generator Loss: 0.3979 Epoch 1/1... Discriminator Loss: 0.9924... Generator Loss: 0.8094 Epoch 1/1... Discriminator Loss: 1.3488... Generator Loss: 0.5310 Epoch 1/1... Discriminator Loss: 1.8725... Generator Loss: 0.2537 Epoch 1/1... Discriminator Loss: 1.1510... Generator Loss: 0.5979 Epoch 1/1... Discriminator Loss: 0.7527... Generator Loss: 2.1959 Epoch 1/1... Discriminator Loss: 0.7757... Generator Loss: 1.1056 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9401... Generator Loss: 0.8290 Epoch 1/1... Discriminator Loss: 1.0217... Generator Loss: 0.7916 Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 0.6146 Epoch 1/1... Discriminator Loss: 1.1129... Generator Loss: 0.7017 Epoch 1/1... Discriminator Loss: 1.0528... Generator Loss: 0.7331 Epoch 1/1... Discriminator Loss: 1.2108... Generator Loss: 0.6435 Epoch 1/1... Discriminator Loss: 1.3942... Generator Loss: 0.4855 Epoch 1/1... Discriminator Loss: 1.0885... Generator Loss: 0.7458 Epoch 1/1... Discriminator Loss: 1.2833... Generator Loss: 0.5548 Epoch 1/1... Discriminator Loss: 0.6525... Generator Loss: 1.3612 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9420... Generator Loss: 1.3768 Epoch 1/1... Discriminator Loss: 1.5448... Generator Loss: 0.3658 Epoch 1/1... Discriminator Loss: 0.6129... Generator Loss: 2.6745 Epoch 1/1... Discriminator Loss: 2.5154... Generator Loss: 0.1281 Epoch 1/1... Discriminator Loss: 1.0413... Generator Loss: 0.7164 Epoch 1/1... Discriminator Loss: 2.5811... Generator Loss: 0.1178 Epoch 1/1... Discriminator Loss: 1.6284... Generator Loss: 0.3338 Epoch 1/1... Discriminator Loss: 1.1784... Generator Loss: 0.5882 Epoch 1/1... Discriminator Loss: 1.4749... Generator Loss: 0.3905 Epoch 1/1... Discriminator Loss: 0.6781... Generator Loss: 2.2698 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1622... Generator Loss: 0.5931 Epoch 1/1... Discriminator Loss: 0.9168... Generator Loss: 2.6481 Epoch 1/1... Discriminator Loss: 0.5905... Generator Loss: 1.8425 Epoch 1/1... Discriminator Loss: 1.1494... Generator Loss: 0.6162 Epoch 1/1... Discriminator Loss: 1.4015... Generator Loss: 0.4247 Epoch 1/1... Discriminator Loss: 1.1510... Generator Loss: 0.6364 Epoch 1/1... Discriminator Loss: 1.3617... Generator Loss: 0.4609 Epoch 1/1... Discriminator Loss: 1.7293... Generator Loss: 0.2922 Epoch 1/1... Discriminator Loss: 1.8153... Generator Loss: 0.2777 Epoch 1/1... Discriminator Loss: 0.7817... Generator Loss: 1.1040 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8295... Generator Loss: 1.1656 Epoch 1/1... Discriminator Loss: 1.9157... Generator Loss: 0.2561 Epoch 1/1... Discriminator Loss: 0.7354... Generator Loss: 1.6475 Epoch 1/1... Discriminator Loss: 1.1338... Generator Loss: 0.6262 Epoch 1/1... Discriminator Loss: 1.0145... Generator Loss: 0.8551 Epoch 1/1... Discriminator Loss: 0.8464... Generator Loss: 0.9867 Epoch 1/1... Discriminator Loss: 0.6691... Generator Loss: 1.2970 Epoch 1/1... Discriminator Loss: 0.8638... Generator Loss: 0.9218 Epoch 1/1... Discriminator Loss: 0.7491... Generator Loss: 1.5929 Epoch 1/1... Discriminator Loss: 2.1731... Generator Loss: 0.1879 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2096... Generator Loss: 0.5539 Epoch 1/1... Discriminator Loss: 1.9064... Generator Loss: 0.2387 Epoch 1/1... Discriminator Loss: 0.8652... Generator Loss: 0.9148 Epoch 1/1... Discriminator Loss: 1.3759... Generator Loss: 0.4613 Epoch 1/1... Discriminator Loss: 0.9675... Generator Loss: 0.9339 Epoch 1/1... Discriminator Loss: 0.7915... Generator Loss: 1.1360 Epoch 1/1... Discriminator Loss: 1.0145... Generator Loss: 0.7385 Epoch 1/1... Discriminator Loss: 0.7735... Generator Loss: 1.0533 Epoch 1/1... Discriminator Loss: 0.9626... Generator Loss: 0.7863 Epoch 1/1... Discriminator Loss: 1.0665... Generator Loss: 0.6813 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6944... Generator Loss: 1.2516 Epoch 1/1... Discriminator Loss: 1.4760... Generator Loss: 0.4512 Epoch 1/1... Discriminator Loss: 1.2719... Generator Loss: 0.5259 Epoch 1/1... Discriminator Loss: 0.8146... Generator Loss: 1.0576 Epoch 1/1... Discriminator Loss: 1.1531... Generator Loss: 0.6713 Epoch 1/1... Discriminator Loss: 0.7920... Generator Loss: 1.3864 Epoch 1/1... Discriminator Loss: 1.5095... Generator Loss: 0.3806 Epoch 1/1... Discriminator Loss: 1.1650... Generator Loss: 0.5882 Epoch 1/1... Discriminator Loss: 2.0185... Generator Loss: 0.2263 Epoch 1/1... Discriminator Loss: 2.1764... Generator Loss: 0.1937 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2511... Generator Loss: 0.5268 Epoch 1/1... Discriminator Loss: 1.2532... Generator Loss: 0.5268 Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.5400 Epoch 1/1... Discriminator Loss: 1.5978... Generator Loss: 0.3459 Epoch 1/1... Discriminator Loss: 1.2206... Generator Loss: 0.5678 Epoch 1/1... Discriminator Loss: 1.1390... Generator Loss: 0.7315 Epoch 1/1... Discriminator Loss: 1.2866... Generator Loss: 0.5011 Epoch 1/1... Discriminator Loss: 1.2506... Generator Loss: 0.6304 Epoch 1/1... Discriminator Loss: 1.1665... Generator Loss: 0.6119 Epoch 1/1... Discriminator Loss: 0.6464... Generator Loss: 1.7851 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6520... Generator Loss: 0.3309 Epoch 1/1... Discriminator Loss: 0.9703... Generator Loss: 0.7744 Epoch 1/1... Discriminator Loss: 1.1594... Generator Loss: 0.5946 Epoch 1/1... Discriminator Loss: 1.3956... Generator Loss: 0.4481 Epoch 1/1... Discriminator Loss: 0.5869... Generator Loss: 1.8522 Epoch 1/1... Discriminator Loss: 1.0065... Generator Loss: 0.9107 Epoch 1/1... Discriminator Loss: 1.7320... Generator Loss: 0.3088 Epoch 1/1... Discriminator Loss: 0.7383... Generator Loss: 1.1274 Epoch 1/1... Discriminator Loss: 0.6399... Generator Loss: 1.9451 Epoch 1/1... Discriminator Loss: 1.3452... Generator Loss: 0.4728 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9407... Generator Loss: 0.8134 Epoch 1/1... Discriminator Loss: 1.6030... Generator Loss: 0.3646 Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 0.5810 Epoch 1/1... Discriminator Loss: 1.8171... Generator Loss: 0.2719 Epoch 1/1... Discriminator Loss: 1.0883... Generator Loss: 0.7076 Epoch 1/1... Discriminator Loss: 0.7956... Generator Loss: 1.1211 Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.7175 Epoch 1/1... Discriminator Loss: 0.6335... Generator Loss: 1.4590 Epoch 1/1... Discriminator Loss: 1.1131... Generator Loss: 0.6288 Epoch 1/1... Discriminator Loss: 1.0841... Generator Loss: 0.6499 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2629... Generator Loss: 0.5688 Epoch 1/1... Discriminator Loss: 1.4730... Generator Loss: 0.4178 Epoch 1/1... Discriminator Loss: 1.0272... Generator Loss: 0.9142 Epoch 1/1... Discriminator Loss: 1.0557... Generator Loss: 0.7315 Epoch 1/1... Discriminator Loss: 1.4352... Generator Loss: 0.4100 Epoch 1/1... Discriminator Loss: 1.4045... Generator Loss: 0.4401 Epoch 1/1... Discriminator Loss: 0.7533... Generator Loss: 1.1250 Epoch 1/1... Discriminator Loss: 1.6615... Generator Loss: 0.3965 Epoch 1/1... Discriminator Loss: 0.9576... Generator Loss: 1.0081 Epoch 1/1... Discriminator Loss: 0.7577... Generator Loss: 1.1040 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5352... Generator Loss: 0.3666 Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 1.0313 Epoch 1/1... Discriminator Loss: 0.8492... Generator Loss: 1.0002 Epoch 1/1... Discriminator Loss: 1.2139... Generator Loss: 0.6344 Epoch 1/1... Discriminator Loss: 0.8103... Generator Loss: 1.3361 Epoch 1/1... Discriminator Loss: 1.2950... Generator Loss: 0.5260 Epoch 1/1... Discriminator Loss: 0.7639... Generator Loss: 1.0845 Epoch 1/1... Discriminator Loss: 1.5537... Generator Loss: 0.4143 Epoch 1/1... Discriminator Loss: 1.0491... Generator Loss: 0.7027 Epoch 1/1... Discriminator Loss: 0.8302... Generator Loss: 1.0187 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7044... Generator Loss: 0.3037 Epoch 1/1... Discriminator Loss: 1.2908... Generator Loss: 0.4914 Epoch 1/1... Discriminator Loss: 0.8519... Generator Loss: 1.0166 Epoch 1/1... Discriminator Loss: 1.6859... Generator Loss: 0.3187 Epoch 1/1... Discriminator Loss: 1.2506... Generator Loss: 0.5489 Epoch 1/1... Discriminator Loss: 2.0660... Generator Loss: 0.1993 Epoch 1/1... Discriminator Loss: 1.1633... Generator Loss: 0.6114 Epoch 1/1... Discriminator Loss: 1.0146... Generator Loss: 0.7625 Epoch 1/1... Discriminator Loss: 1.2160... Generator Loss: 0.6155 Epoch 1/1... Discriminator Loss: 0.8545... Generator Loss: 1.6321 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.8644... Generator Loss: 0.2533 Epoch 1/1... Discriminator Loss: 1.2591... Generator Loss: 0.5681 Epoch 1/1... Discriminator Loss: 0.9672... Generator Loss: 0.9161 Epoch 1/1... Discriminator Loss: 0.7713... Generator Loss: 1.2027 Epoch 1/1... Discriminator Loss: 1.0685... Generator Loss: 0.6991 Epoch 1/1... Discriminator Loss: 0.7847... Generator Loss: 2.0419 Epoch 1/1... Discriminator Loss: 1.5054... Generator Loss: 0.3888 Epoch 1/1... Discriminator Loss: 1.2020... Generator Loss: 0.6063 Epoch 1/1... Discriminator Loss: 1.2021... Generator Loss: 0.6000 Epoch 1/1... Discriminator Loss: 0.8203... Generator Loss: 1.1678 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4082... Generator Loss: 0.4381 Epoch 1/1... Discriminator Loss: 0.8670... Generator Loss: 1.3813 Epoch 1/1... Discriminator Loss: 1.9611... Generator Loss: 0.2388 Epoch 1/1... Discriminator Loss: 2.1737... Generator Loss: 0.1995 Epoch 1/1... Discriminator Loss: 1.3019... Generator Loss: 0.5139 Epoch 1/1... Discriminator Loss: 1.7549... Generator Loss: 0.2978 Epoch 1/1... Discriminator Loss: 1.1549... Generator Loss: 0.7159 Epoch 1/1... Discriminator Loss: 2.0988... Generator Loss: 0.2050 Epoch 1/1... Discriminator Loss: 1.5106... Generator Loss: 0.4075 Epoch 1/1... Discriminator Loss: 1.8733... Generator Loss: 0.2558 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9924... Generator Loss: 1.7101 Epoch 1/1... Discriminator Loss: 0.7101... Generator Loss: 1.2774 Epoch 1/1... Discriminator Loss: 0.6262... Generator Loss: 2.0094 Epoch 1/1... Discriminator Loss: 1.5100... Generator Loss: 0.3755 Epoch 1/1... Discriminator Loss: 1.1065... Generator Loss: 0.7656 Epoch 1/1... Discriminator Loss: 0.8408... Generator Loss: 1.1441 Epoch 1/1... Discriminator Loss: 1.2779... Generator Loss: 0.5563 Epoch 1/1... Discriminator Loss: 1.0142... Generator Loss: 0.7285 Epoch 1/1... Discriminator Loss: 0.8387... Generator Loss: 1.0624 Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 1.1383 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8234... Generator Loss: 1.1309 Epoch 1/1... Discriminator Loss: 0.9525... Generator Loss: 1.0821 Epoch 1/1... Discriminator Loss: 2.0859... Generator Loss: 0.2031 Epoch 1/1... Discriminator Loss: 1.2390... Generator Loss: 0.6028 Epoch 1/1... Discriminator Loss: 2.0216... Generator Loss: 0.2150 Epoch 1/1... Discriminator Loss: 1.4246... Generator Loss: 0.4214 Epoch 1/1... Discriminator Loss: 1.1943... Generator Loss: 0.7239 Epoch 1/1... Discriminator Loss: 1.8587... Generator Loss: 0.2741 Epoch 1/1... Discriminator Loss: 1.0358... Generator Loss: 0.7240 Epoch 1/1... Discriminator Loss: 1.3008... Generator Loss: 0.4909 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9861... Generator Loss: 0.7686 Epoch 1/1... Discriminator Loss: 1.4158... Generator Loss: 0.4479 Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 0.5820 Epoch 1/1... Discriminator Loss: 1.7444... Generator Loss: 0.3447 Epoch 1/1... Discriminator Loss: 1.1712... Generator Loss: 0.6117 Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.5940 Epoch 1/1... Discriminator Loss: 1.1442... Generator Loss: 0.6257 Epoch 1/1... Discriminator Loss: 1.3196... Generator Loss: 0.4972 Epoch 1/1... Discriminator Loss: 0.7896... Generator Loss: 1.1573 Epoch 1/1... Discriminator Loss: 0.6657... Generator Loss: 1.3306 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8551... Generator Loss: 1.0715 Epoch 1/1... Discriminator Loss: 0.8914... Generator Loss: 0.8741 Epoch 1/1... Discriminator Loss: 0.7069... Generator Loss: 1.2277 Epoch 1/1... Discriminator Loss: 1.3755... Generator Loss: 0.4607 Epoch 1/1... Discriminator Loss: 0.8332... Generator Loss: 1.5776 Epoch 1/1... Discriminator Loss: 0.7960... Generator Loss: 1.0337 Epoch 1/1... Discriminator Loss: 1.1213... Generator Loss: 0.6570 Epoch 1/1... Discriminator Loss: 1.6464... Generator Loss: 0.3628 Epoch 1/1... Discriminator Loss: 1.0667... Generator Loss: 0.7279 Epoch 1/1... Discriminator Loss: 0.9095... Generator Loss: 0.9365 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7521... Generator Loss: 1.3091 Epoch 1/1... Discriminator Loss: 1.6549... Generator Loss: 0.3361 Epoch 1/1... Discriminator Loss: 0.9264... Generator Loss: 0.8733 Epoch 1/1... Discriminator Loss: 0.5747... Generator Loss: 1.8300 Epoch 1/1... Discriminator Loss: 0.7297... Generator Loss: 1.1649 Epoch 1/1... Discriminator Loss: 0.7565... Generator Loss: 1.6634 Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 1.4410 Epoch 1/1... Discriminator Loss: 1.6620... Generator Loss: 0.3252 Epoch 1/1... Discriminator Loss: 1.1913... Generator Loss: 0.6101 Epoch 1/1... Discriminator Loss: 1.0293... Generator Loss: 1.1094 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6427... Generator Loss: 0.3870 Epoch 1/1... Discriminator Loss: 0.8537... Generator Loss: 1.3810 Epoch 1/1... Discriminator Loss: 1.6473... Generator Loss: 0.3344 Epoch 1/1... Discriminator Loss: 1.6340... Generator Loss: 0.3269 Epoch 1/1... Discriminator Loss: 2.8360... Generator Loss: 0.1015 Epoch 1/1... Discriminator Loss: 1.3706... Generator Loss: 0.4977 Epoch 1/1... Discriminator Loss: 0.6944... Generator Loss: 1.2334 Epoch 1/1... Discriminator Loss: 1.3039... Generator Loss: 0.5164 Epoch 1/1... Discriminator Loss: 0.7883... Generator Loss: 1.0823 Epoch 1/1... Discriminator Loss: 0.8690... Generator Loss: 0.8891 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.1426... Generator Loss: 0.1926 Epoch 1/1... Discriminator Loss: 0.8754... Generator Loss: 0.9197 Epoch 1/1... Discriminator Loss: 1.8816... Generator Loss: 0.2508 Epoch 1/1... Discriminator Loss: 1.7655... Generator Loss: 0.2841 Epoch 1/1... Discriminator Loss: 0.6626... Generator Loss: 1.8037 Epoch 1/1... Discriminator Loss: 1.1668... Generator Loss: 0.6009 Epoch 1/1... Discriminator Loss: 0.4444... Generator Loss: 2.3611 Epoch 1/1... Discriminator Loss: 1.2735... Generator Loss: 0.5428 Epoch 1/1... Discriminator Loss: 0.9131... Generator Loss: 0.8577 Epoch 1/1... Discriminator Loss: 1.9677... Generator Loss: 0.2778 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2010... Generator Loss: 0.5700 Epoch 1/1... Discriminator Loss: 0.7374... Generator Loss: 1.2244 Epoch 1/1... Discriminator Loss: 0.8656... Generator Loss: 1.0099 Epoch 1/1... Discriminator Loss: 1.2229... Generator Loss: 0.5504 Epoch 1/1... Discriminator Loss: 0.7162... Generator Loss: 1.4497 Epoch 1/1... Discriminator Loss: 1.6753... Generator Loss: 0.3142 Epoch 1/1... Discriminator Loss: 1.3259... Generator Loss: 0.4986 Epoch 1/1... Discriminator Loss: 1.8073... Generator Loss: 0.2716 Epoch 1/1... Discriminator Loss: 0.7970... Generator Loss: 1.2325 Epoch 1/1... Discriminator Loss: 1.1189... Generator Loss: 0.6305 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3281... Generator Loss: 0.4870 Epoch 1/1... Discriminator Loss: 0.8629... Generator Loss: 0.9009 Epoch 1/1... Discriminator Loss: 1.0665... Generator Loss: 0.6734 Epoch 1/1... Discriminator Loss: 1.4081... Generator Loss: 0.4435 Epoch 1/1... Discriminator Loss: 1.6786... Generator Loss: 0.3210 Epoch 1/1... Discriminator Loss: 1.3525... Generator Loss: 0.4709 Epoch 1/1... Discriminator Loss: 0.7873... Generator Loss: 1.0395 Epoch 1/1... Discriminator Loss: 1.6636... Generator Loss: 0.3188 Epoch 1/1... Discriminator Loss: 0.8720... Generator Loss: 0.9815 Epoch 1/1... Discriminator Loss: 1.0103... Generator Loss: 1.9071 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.8143... Generator Loss: 0.2688 Epoch 1/1... Discriminator Loss: 1.1433... Generator Loss: 0.6382 Epoch 1/1... Discriminator Loss: 1.2258... Generator Loss: 0.6118 Epoch 1/1... Discriminator Loss: 0.6389... Generator Loss: 1.5567 Epoch 1/1... Discriminator Loss: 2.2536... Generator Loss: 0.1693 Epoch 1/1... Discriminator Loss: 1.1314... Generator Loss: 0.6454 Epoch 1/1... Discriminator Loss: 1.1588... Generator Loss: 0.7781 Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 0.7170 Epoch 1/1... Discriminator Loss: 1.4513... Generator Loss: 0.4394 Epoch 1/1... Discriminator Loss: 1.2553... Generator Loss: 0.5225 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9009... Generator Loss: 0.9650 Epoch 1/1... Discriminator Loss: 0.9706... Generator Loss: 0.8140 Epoch 1/1... Discriminator Loss: 0.6515... Generator Loss: 1.4252 Epoch 1/1... Discriminator Loss: 0.9714... Generator Loss: 0.8225 Epoch 1/1... Discriminator Loss: 2.0255... Generator Loss: 0.2225 Epoch 1/1... Discriminator Loss: 0.6006... Generator Loss: 1.5707 Epoch 1/1... Discriminator Loss: 1.2294... Generator Loss: 0.5963 Epoch 1/1... Discriminator Loss: 0.9979... Generator Loss: 0.7967 Epoch 1/1... Discriminator Loss: 0.9318... Generator Loss: 1.2787 Epoch 1/1... Discriminator Loss: 1.2449... Generator Loss: 0.5271 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2034... Generator Loss: 0.6016 Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 0.6487 Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.4826 Epoch 1/1... Discriminator Loss: 1.4698... Generator Loss: 0.4103 Epoch 1/1... Discriminator Loss: 0.8081... Generator Loss: 1.0157 Epoch 1/1... Discriminator Loss: 1.8593... Generator Loss: 0.2647 Epoch 1/1... Discriminator Loss: 1.4859... Generator Loss: 0.3956 Epoch 1/1... Discriminator Loss: 1.6885... Generator Loss: 0.3142 Epoch 1/1... Discriminator Loss: 0.8139... Generator Loss: 0.9973 Epoch 1/1... Discriminator Loss: 1.0306... Generator Loss: 0.8054 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7314... Generator Loss: 1.4785 Epoch 1/1... Discriminator Loss: 1.4403... Generator Loss: 0.4313 Epoch 1/1... Discriminator Loss: 0.9563... Generator Loss: 0.8459 Epoch 1/1... Discriminator Loss: 0.7522... Generator Loss: 1.1671 Epoch 1/1... Discriminator Loss: 0.6505... Generator Loss: 2.0766 Epoch 1/1... Discriminator Loss: 0.8870... Generator Loss: 0.8862 Epoch 1/1... Discriminator Loss: 0.8399... Generator Loss: 2.1058 Epoch 1/1... Discriminator Loss: 1.4371... Generator Loss: 0.4310 Epoch 1/1... Discriminator Loss: 1.2216... Generator Loss: 0.5607 Epoch 1/1... Discriminator Loss: 2.5929... Generator Loss: 0.1114 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3248... Generator Loss: 0.4664 Epoch 1/1... Discriminator Loss: 0.8170... Generator Loss: 0.9875 Epoch 1/1... Discriminator Loss: 0.7822... Generator Loss: 1.3928 Epoch 1/1... Discriminator Loss: 1.4591... Generator Loss: 0.4270 Epoch 1/1... Discriminator Loss: 0.7363... Generator Loss: 1.8302 Epoch 1/1... Discriminator Loss: 1.2061... Generator Loss: 0.5772 Epoch 1/1... Discriminator Loss: 1.0443... Generator Loss: 0.8563 Epoch 1/1... Discriminator Loss: 0.9019... Generator Loss: 1.8930 Epoch 1/1... Discriminator Loss: 0.8203... Generator Loss: 1.3444 Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 0.6442 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7170... Generator Loss: 1.2621 Epoch 1/1... Discriminator Loss: 1.0931... Generator Loss: 0.6685 Epoch 1/1... Discriminator Loss: 1.2315... Generator Loss: 0.5575 Epoch 1/1... Discriminator Loss: 0.5816... Generator Loss: 2.0560 Epoch 1/1... Discriminator Loss: 0.8241... Generator Loss: 1.0368 Epoch 1/1... Discriminator Loss: 0.9202... Generator Loss: 0.8257 Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 1.5777 Epoch 1/1... Discriminator Loss: 0.6871... Generator Loss: 1.5884 Epoch 1/1... Discriminator Loss: 2.1731... Generator Loss: 0.1902 Epoch 1/1... Discriminator Loss: 0.8242... Generator Loss: 1.0053 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8955... Generator Loss: 1.0637 Epoch 1/1... Discriminator Loss: 1.4173... Generator Loss: 0.4274 Epoch 1/1... Discriminator Loss: 0.7990... Generator Loss: 1.4193 Epoch 1/1... Discriminator Loss: 1.3810... Generator Loss: 0.4849 Epoch 1/1... Discriminator Loss: 1.8081... Generator Loss: 0.2811 Epoch 1/1... Discriminator Loss: 1.0497... Generator Loss: 0.7043 Epoch 1/1... Discriminator Loss: 2.1238... Generator Loss: 0.2233 Epoch 1/1... Discriminator Loss: 1.2560... Generator Loss: 0.5457 Epoch 1/1... Discriminator Loss: 0.5818... Generator Loss: 1.7411 Epoch 1/1... Discriminator Loss: 1.3925... Generator Loss: 0.4642 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2740... Generator Loss: 0.5140 Epoch 1/1... Discriminator Loss: 1.2011... Generator Loss: 0.6895 Epoch 1/1... Discriminator Loss: 0.8736... Generator Loss: 0.9706 Epoch 1/1... Discriminator Loss: 0.9273... Generator Loss: 0.8307 Epoch 1/1... Discriminator Loss: 2.3184... Generator Loss: 0.1529 Epoch 1/1... Discriminator Loss: 1.7216... Generator Loss: 0.3227 Epoch 1/1... Discriminator Loss: 0.8279... Generator Loss: 0.9576 Epoch 1/1... Discriminator Loss: 1.5293... Generator Loss: 0.3672 Epoch 1/1... Discriminator Loss: 1.0032... Generator Loss: 0.7434 Epoch 1/1... Discriminator Loss: 0.9723... Generator Loss: 0.8461 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9966... Generator Loss: 0.7733 Epoch 1/1... Discriminator Loss: 0.6155... Generator Loss: 1.6749 Epoch 1/1... Discriminator Loss: 0.7630... Generator Loss: 2.5725 Epoch 1/1... Discriminator Loss: 1.0862... Generator Loss: 0.6599 Epoch 1/1... Discriminator Loss: 1.1025... Generator Loss: 0.6509 Epoch 1/1... Discriminator Loss: 0.9175... Generator Loss: 0.9300 Epoch 1/1... Discriminator Loss: 1.1597... Generator Loss: 0.5839 Epoch 1/1... Discriminator Loss: 1.4176... Generator Loss: 0.4516 Epoch 1/1... Discriminator Loss: 0.8656... Generator Loss: 0.8947 Epoch 1/1... Discriminator Loss: 1.3863... Generator Loss: 0.4386 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1845... Generator Loss: 0.5679 Epoch 1/1... Discriminator Loss: 1.5271... Generator Loss: 0.3723 Epoch 1/1... Discriminator Loss: 1.2082... Generator Loss: 0.5744 Epoch 1/1... Discriminator Loss: 0.6928... Generator Loss: 1.2117 Epoch 1/1... Discriminator Loss: 1.6594... Generator Loss: 0.3233 Epoch 1/1... Discriminator Loss: 0.9864... Generator Loss: 0.7815 Epoch 1/1... Discriminator Loss: 1.1150... Generator Loss: 0.6280 Epoch 1/1... Discriminator Loss: 0.7580... Generator Loss: 1.1548 Epoch 1/1... Discriminator Loss: 1.1278... Generator Loss: 0.6229 Epoch 1/1... Discriminator Loss: 1.1714... Generator Loss: 0.5896 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2371... Generator Loss: 0.5546 Epoch 1/1... Discriminator Loss: 1.3220... Generator Loss: 0.4889 Epoch 1/1... Discriminator Loss: 0.7941... Generator Loss: 2.5157 Epoch 1/1... Discriminator Loss: 0.7703... Generator Loss: 1.1153 Epoch 1/1... Discriminator Loss: 1.8181... Generator Loss: 0.2749 Epoch 1/1... Discriminator Loss: 0.9174... Generator Loss: 0.8319 Epoch 1/1... Discriminator Loss: 0.9462... Generator Loss: 0.8588 Epoch 1/1... Discriminator Loss: 0.8551... Generator Loss: 0.9472 Epoch 1/1... Discriminator Loss: 0.8106... Generator Loss: 1.3908 Epoch 1/1... Discriminator Loss: 1.4946... Generator Loss: 0.3938 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4802... Generator Loss: 0.4021 Epoch 1/1... Discriminator Loss: 1.0559... Generator Loss: 0.6921 Epoch 1/1... Discriminator Loss: 1.0617... Generator Loss: 0.7284 Epoch 1/1... Discriminator Loss: 1.2670... Generator Loss: 0.6003 Epoch 1/1... Discriminator Loss: 0.6528... Generator Loss: 2.1434 Epoch 1/1... Discriminator Loss: 1.8532... Generator Loss: 0.2889 Epoch 1/1... Discriminator Loss: 1.7683... Generator Loss: 0.3280 Epoch 1/1... Discriminator Loss: 1.2564... Generator Loss: 0.5366 Epoch 1/1... Discriminator Loss: 1.0935... Generator Loss: 0.6399 Epoch 1/1... Discriminator Loss: 1.7407... Generator Loss: 0.3071 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.8473... Generator Loss: 0.0983 Epoch 1/1... Discriminator Loss: 0.8357... Generator Loss: 1.4778 Epoch 1/1... Discriminator Loss: 1.5163... Generator Loss: 0.3845 Epoch 1/1... Discriminator Loss: 1.2016... Generator Loss: 0.5906 Epoch 1/1... Discriminator Loss: 1.5237... Generator Loss: 0.4115 Epoch 1/1... Discriminator Loss: 1.6227... Generator Loss: 0.3437 Epoch 1/1... Discriminator Loss: 2.0135... Generator Loss: 0.2159 Epoch 1/1... Discriminator Loss: 1.4752... Generator Loss: 0.3944 Epoch 1/1... Discriminator Loss: 0.9913... Generator Loss: 0.7380 Epoch 1/1... Discriminator Loss: 0.7624... Generator Loss: 1.1005 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8163... Generator Loss: 1.1121 Epoch 1/1... Discriminator Loss: 0.7750... Generator Loss: 1.3904 Epoch 1/1... Discriminator Loss: 0.8752... Generator Loss: 0.8891 Epoch 1/1... Discriminator Loss: 0.7711... Generator Loss: 1.2112 Epoch 1/1... Discriminator Loss: 0.8332... Generator Loss: 0.9772 Epoch 1/1... Discriminator Loss: 1.7932... Generator Loss: 0.2939 Epoch 1/1... Discriminator Loss: 1.6377... Generator Loss: 0.3593 Epoch 1/1... Discriminator Loss: 1.6233... Generator Loss: 0.3564 Epoch 1/1... Discriminator Loss: 1.3589... Generator Loss: 0.4532 Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 0.6321 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6209... Generator Loss: 0.3384 Epoch 1/1... Discriminator Loss: 0.7970... Generator Loss: 1.0156 Epoch 1/1... Discriminator Loss: 0.7083... Generator Loss: 1.6036 Epoch 1/1... Discriminator Loss: 1.0824... Generator Loss: 0.6607 Epoch 1/1... Discriminator Loss: 0.8160... Generator Loss: 1.3207 Epoch 1/1... Discriminator Loss: 0.7473... Generator Loss: 1.3199 Epoch 1/1... Discriminator Loss: 1.7841... Generator Loss: 0.3629 Epoch 1/1... Discriminator Loss: 0.5481... Generator Loss: 2.3508 Epoch 1/1... Discriminator Loss: 1.2646... Generator Loss: 0.5394 Epoch 1/1... Discriminator Loss: 0.6537... Generator Loss: 2.4181 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0978... Generator Loss: 2.9439 Epoch 1/1... Discriminator Loss: 1.1106... Generator Loss: 0.6988 Epoch 1/1... Discriminator Loss: 1.2865... Generator Loss: 0.5547 Epoch 1/1... Discriminator Loss: 1.0721... Generator Loss: 0.7119 Epoch 1/1... Discriminator Loss: 1.1074... Generator Loss: 0.6432 Epoch 1/1... Discriminator Loss: 0.9732... Generator Loss: 0.7872 Epoch 1/1... Discriminator Loss: 0.7661... Generator Loss: 2.7603 Epoch 1/1... Discriminator Loss: 0.8282... Generator Loss: 0.9873 Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.5341 Epoch 1/1... Discriminator Loss: 1.0143... Generator Loss: 0.8242 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0902... Generator Loss: 0.7054 Epoch 1/1... Discriminator Loss: 1.0837... Generator Loss: 0.6622 Epoch 1/1... Discriminator Loss: 0.8833... Generator Loss: 0.9851 Epoch 1/1... Discriminator Loss: 1.1403... Generator Loss: 0.6114 Epoch 1/1... Discriminator Loss: 0.8646... Generator Loss: 0.9711 Epoch 1/1... Discriminator Loss: 0.5324... Generator Loss: 2.1673 Epoch 1/1... Discriminator Loss: 2.0242... Generator Loss: 0.2257 Epoch 1/1... Discriminator Loss: 1.5116... Generator Loss: 0.3842 Epoch 1/1... Discriminator Loss: 1.4596... Generator Loss: 0.4301 Epoch 1/1... Discriminator Loss: 1.7534... Generator Loss: 0.3056 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0408... Generator Loss: 0.6849 Epoch 1/1... Discriminator Loss: 1.3787... Generator Loss: 0.4397 Epoch 1/1... Discriminator Loss: 1.0588... Generator Loss: 0.7004 Epoch 1/1... Discriminator Loss: 1.7481... Generator Loss: 0.3088 Epoch 1/1... Discriminator Loss: 0.9310... Generator Loss: 1.8851 Epoch 1/1... Discriminator Loss: 0.6197... Generator Loss: 1.6247 Epoch 1/1... Discriminator Loss: 0.5711... Generator Loss: 1.5597 Epoch 1/1... Discriminator Loss: 1.2238... Generator Loss: 0.5614 Epoch 1/1... Discriminator Loss: 0.8220... Generator Loss: 1.2135 Epoch 1/1... Discriminator Loss: 1.1727... Generator Loss: 0.6351 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3547... Generator Loss: 0.4775 Epoch 1/1... Discriminator Loss: 0.8475... Generator Loss: 0.9568 Epoch 1/1... Discriminator Loss: 0.8496... Generator Loss: 1.0638 Epoch 1/1... Discriminator Loss: 1.2867... Generator Loss: 0.5068 Epoch 1/1... Discriminator Loss: 1.2169... Generator Loss: 0.5538 Epoch 1/1... Discriminator Loss: 0.9287... Generator Loss: 0.8309 Epoch 1/1... Discriminator Loss: 0.9094... Generator Loss: 1.0316 Epoch 1/1... Discriminator Loss: 2.2397... Generator Loss: 0.1754 Epoch 1/1... Discriminator Loss: 0.6318... Generator Loss: 1.7962 Epoch 1/1... Discriminator Loss: 1.0698... Generator Loss: 0.6793 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7894... Generator Loss: 1.3338 Epoch 1/1... Discriminator Loss: 1.3446... Generator Loss: 0.4801 Epoch 1/1... Discriminator Loss: 0.6800... Generator Loss: 1.2675 Epoch 1/1... Discriminator Loss: 0.8268... Generator Loss: 1.2565 Epoch 1/1... Discriminator Loss: 0.8004... Generator Loss: 1.0276 Epoch 1/1... Discriminator Loss: 0.5412... Generator Loss: 1.7265 Epoch 1/1... Discriminator Loss: 1.3757... Generator Loss: 0.4568 Epoch 1/1... Discriminator Loss: 1.4020... Generator Loss: 0.4397 Epoch 1/1... Discriminator Loss: 1.0257... Generator Loss: 0.7471 Epoch 1/1... Discriminator Loss: 2.0367... Generator Loss: 0.2147 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1931... Generator Loss: 0.7625 Epoch 1/1... Discriminator Loss: 1.8537... Generator Loss: 0.2874 Epoch 1/1... Discriminator Loss: 0.9196... Generator Loss: 0.8708 Epoch 1/1... Discriminator Loss: 0.9997... Generator Loss: 0.7629 Epoch 1/1... Discriminator Loss: 1.2970... Generator Loss: 0.5250 Epoch 1/1... Discriminator Loss: 0.8937... Generator Loss: 0.9850 Epoch 1/1... Discriminator Loss: 1.5127... Generator Loss: 0.3846 Epoch 1/1... Discriminator Loss: 0.9453... Generator Loss: 0.7898 Epoch 1/1... Discriminator Loss: 0.7292... Generator Loss: 1.8945 Epoch 1/1... Discriminator Loss: 1.0504... Generator Loss: 0.8542 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6114... Generator Loss: 1.9046 Epoch 1/1... Discriminator Loss: 1.1757... Generator Loss: 0.5855 Epoch 1/1... Discriminator Loss: 0.7879... Generator Loss: 1.0265 Epoch 1/1... Discriminator Loss: 0.8523... Generator Loss: 0.9265 Epoch 1/1... Discriminator Loss: 1.6918... Generator Loss: 0.3169 Epoch 1/1... Discriminator Loss: 1.1116... Generator Loss: 0.9113 Epoch 1/1... Discriminator Loss: 1.4176... Generator Loss: 0.4783 Epoch 1/1... Discriminator Loss: 0.7704... Generator Loss: 1.1047 Epoch 1/1... Discriminator Loss: 1.1846... Generator Loss: 0.5751 Epoch 1/1... Discriminator Loss: 0.8826... Generator Loss: 0.9148 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2684... Generator Loss: 0.5569 Epoch 1/1... Discriminator Loss: 0.7069... Generator Loss: 1.5567 Epoch 1/1... Discriminator Loss: 2.0578... Generator Loss: 0.2252 Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 0.9643 Epoch 1/1... Discriminator Loss: 1.0192... Generator Loss: 0.7430 Epoch 1/1... Discriminator Loss: 0.8575... Generator Loss: 1.2010 Epoch 1/1... Discriminator Loss: 1.0620... Generator Loss: 0.6677 Epoch 1/1... Discriminator Loss: 1.8384... Generator Loss: 0.2650 Epoch 1/1... Discriminator Loss: 1.3583... Generator Loss: 0.4621 Epoch 1/1... Discriminator Loss: 1.0126... Generator Loss: 0.7514 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.8480... Generator Loss: 0.2752 Epoch 1/1... Discriminator Loss: 1.2482... Generator Loss: 0.5504 Epoch 1/1... Discriminator Loss: 1.4325... Generator Loss: 0.4995 Epoch 1/1... Discriminator Loss: 1.3254... Generator Loss: 0.5112 Epoch 1/1... Discriminator Loss: 0.8249... Generator Loss: 1.2064 Epoch 1/1... Discriminator Loss: 1.5190... Generator Loss: 0.3793 Epoch 1/1... Discriminator Loss: 0.9349... Generator Loss: 0.8192 Epoch 1/1... Discriminator Loss: 1.0218... Generator Loss: 0.7158 Epoch 1/1... Discriminator Loss: 0.8015... Generator Loss: 1.0417 Epoch 1/1... Discriminator Loss: 1.8378... Generator Loss: 0.2971 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5821... Generator Loss: 0.3649 Epoch 1/1... Discriminator Loss: 1.3825... Generator Loss: 0.4623 Epoch 1/1... Discriminator Loss: 1.3465... Generator Loss: 0.4756 Epoch 1/1... Discriminator Loss: 1.4376... Generator Loss: 0.4476 Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.6792 Epoch 1/1... Discriminator Loss: 1.3829... Generator Loss: 0.4588 Epoch 1/1... Discriminator Loss: 0.9190... Generator Loss: 0.8599 Epoch 1/1... Discriminator Loss: 1.4032... Generator Loss: 0.4463 Epoch 1/1... Discriminator Loss: 1.5474... Generator Loss: 0.3994 Epoch 1/1... Discriminator Loss: 0.9817... Generator Loss: 0.7634 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1173... Generator Loss: 0.6320 Epoch 1/1... Discriminator Loss: 1.0290... Generator Loss: 0.7585 Epoch 1/1... Discriminator Loss: 0.8978... Generator Loss: 0.8636 Epoch 1/1... Discriminator Loss: 0.7323... Generator Loss: 1.3389 Epoch 1/1... Discriminator Loss: 1.2776... Generator Loss: 0.5454 Epoch 1/1... Discriminator Loss: 1.9772... Generator Loss: 0.2397 Epoch 1/1... Discriminator Loss: 1.6535... Generator Loss: 0.3356 Epoch 1/1... Discriminator Loss: 1.7685... Generator Loss: 0.2885 Epoch 1/1... Discriminator Loss: 0.8344... Generator Loss: 0.9739 Epoch 1/1... Discriminator Loss: 0.7677... Generator Loss: 1.3170 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1742... Generator Loss: 0.5908 Epoch 1/1... Discriminator Loss: 1.0001... Generator Loss: 0.7301 Epoch 1/1... Discriminator Loss: 1.3983... Generator Loss: 0.4371 Epoch 1/1... Discriminator Loss: 0.6507... Generator Loss: 1.4030 Epoch 1/1... Discriminator Loss: 1.4616... Generator Loss: 0.4214 Epoch 1/1... Discriminator Loss: 1.2010... Generator Loss: 0.5713 Epoch 1/1... Discriminator Loss: 1.8418... Generator Loss: 0.2589 Epoch 1/1... Discriminator Loss: 0.7034... Generator Loss: 1.4955 Epoch 1/1... Discriminator Loss: 2.2392... Generator Loss: 0.1819 Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 1.1096 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.0066... Generator Loss: 0.2121 Epoch 1/1... Discriminator Loss: 0.9551... Generator Loss: 0.8810 Epoch 1/1... Discriminator Loss: 1.6803... Generator Loss: 0.3160 Epoch 1/1... Discriminator Loss: 0.7153... Generator Loss: 1.2017 Epoch 1/1... Discriminator Loss: 0.9041... Generator Loss: 0.8844 Epoch 1/1... Discriminator Loss: 0.8907... Generator Loss: 0.8678 Epoch 1/1... Discriminator Loss: 0.6869... Generator Loss: 1.2948 Epoch 1/1... Discriminator Loss: 1.4748... Generator Loss: 0.3947 Epoch 1/1... Discriminator Loss: 0.8599... Generator Loss: 0.9455 Epoch 1/1... Discriminator Loss: 1.7364... Generator Loss: 0.2916 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1781... Generator Loss: 0.6291 Epoch 1/1... Discriminator Loss: 0.8705... Generator Loss: 0.9421 Epoch 1/1... Discriminator Loss: 2.1201... Generator Loss: 0.2226 Epoch 1/1... Discriminator Loss: 1.2163... Generator Loss: 0.5944 Epoch 1/1... Discriminator Loss: 1.4052... Generator Loss: 0.5270 Epoch 1/1... Discriminator Loss: 0.6963... Generator Loss: 1.8636 Epoch 1/1... Discriminator Loss: 0.6183... Generator Loss: 1.7488 Epoch 1/1... Discriminator Loss: 0.6707... Generator Loss: 1.4628 Epoch 1/1... Discriminator Loss: 1.9777... Generator Loss: 0.2204 Epoch 1/1... Discriminator Loss: 2.2174... Generator Loss: 0.2126 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7235... Generator Loss: 1.1768 Epoch 1/1... Discriminator Loss: 0.6461... Generator Loss: 1.4923 Epoch 1/1... Discriminator Loss: 0.8261... Generator Loss: 1.1455 Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 0.6602 Epoch 1/1... Discriminator Loss: 2.4017... Generator Loss: 0.1512 Epoch 1/1... Discriminator Loss: 1.7034... Generator Loss: 0.3259 Epoch 1/1... Discriminator Loss: 1.5544... Generator Loss: 0.3661 Epoch 1/1... Discriminator Loss: 0.5985... Generator Loss: 1.5058 Epoch 1/1... Discriminator Loss: 1.1797... Generator Loss: 0.5762 Epoch 1/1... Discriminator Loss: 1.6720... Generator Loss: 0.3244 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6783... Generator Loss: 0.3137 Epoch 1/1... Discriminator Loss: 1.5213... Generator Loss: 0.3694 Epoch 1/1... Discriminator Loss: 1.5374... Generator Loss: 0.3728 Epoch 1/1... Discriminator Loss: 0.8037... Generator Loss: 1.0106 Epoch 1/1... Discriminator Loss: 1.3710... Generator Loss: 0.4510 Epoch 1/1... Discriminator Loss: 0.9236... Generator Loss: 0.8769 Epoch 1/1... Discriminator Loss: 0.8420... Generator Loss: 0.9477 Epoch 1/1... Discriminator Loss: 1.2634... Generator Loss: 0.5612 Epoch 1/1... Discriminator Loss: 1.1822... Generator Loss: 0.5796 Epoch 1/1... Discriminator Loss: 0.8079... Generator Loss: 1.1629 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7201... Generator Loss: 1.4201 Epoch 1/1... Discriminator Loss: 1.1281... Generator Loss: 0.6359 Epoch 1/1... Discriminator Loss: 1.0915... Generator Loss: 0.6748 Epoch 1/1... Discriminator Loss: 0.6871... Generator Loss: 2.3672 Epoch 1/1... Discriminator Loss: 0.8677... Generator Loss: 0.9005 Epoch 1/1... Discriminator Loss: 0.8794... Generator Loss: 0.9124 Epoch 1/1... Discriminator Loss: 0.7303... Generator Loss: 1.1411 Epoch 1/1... Discriminator Loss: 1.1861... Generator Loss: 0.5624 Epoch 1/1... Discriminator Loss: 0.7771... Generator Loss: 1.3792 Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.6276 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2187... Generator Loss: 0.5685 Epoch 1/1... Discriminator Loss: 3.1043... Generator Loss: 0.0686 Epoch 1/1... Discriminator Loss: 0.8070... Generator Loss: 1.1592 Epoch 1/1... Discriminator Loss: 1.0211... Generator Loss: 0.7902 Epoch 1/1... Discriminator Loss: 1.8051... Generator Loss: 0.2758 Epoch 1/1... Discriminator Loss: 1.4165... Generator Loss: 0.4269 Epoch 1/1... Discriminator Loss: 1.0666... Generator Loss: 0.6839 Epoch 1/1... Discriminator Loss: 1.1510... Generator Loss: 0.5910 Epoch 1/1... Discriminator Loss: 0.6852... Generator Loss: 1.2762 Epoch 1/1... Discriminator Loss: 0.6655... Generator Loss: 1.4127 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3700... Generator Loss: 0.4770 Epoch 1/1... Discriminator Loss: 0.8028... Generator Loss: 1.0437 Epoch 1/1... Discriminator Loss: 1.4700... Generator Loss: 0.4902 Epoch 1/1... Discriminator Loss: 0.9652... Generator Loss: 0.7879 Epoch 1/1... Discriminator Loss: 0.9659... Generator Loss: 0.8830 Epoch 1/1... Discriminator Loss: 0.8240... Generator Loss: 1.0926 Epoch 1/1... Discriminator Loss: 0.9297... Generator Loss: 0.8852 Epoch 1/1... Discriminator Loss: 1.1497... Generator Loss: 0.5946 Epoch 1/1... Discriminator Loss: 0.9670... Generator Loss: 0.7819 Epoch 1/1... Discriminator Loss: 0.8722... Generator Loss: 1.1358 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9926... Generator Loss: 0.8296 Epoch 1/1... Discriminator Loss: 2.8721... Generator Loss: 0.0962 Epoch 1/1... Discriminator Loss: 1.4250... Generator Loss: 0.4573 Epoch 1/1... Discriminator Loss: 1.7686... Generator Loss: 0.2941 Epoch 1/1... Discriminator Loss: 0.9345... Generator Loss: 0.8295 Epoch 1/1... Discriminator Loss: 0.8247... Generator Loss: 1.3217 Epoch 1/1... Discriminator Loss: 1.8423... Generator Loss: 0.2812 Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 0.6559 Epoch 1/1... Discriminator Loss: 1.6216... Generator Loss: 0.3664 Epoch 1/1... Discriminator Loss: 0.9498... Generator Loss: 0.8146 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7034... Generator Loss: 1.1968 Epoch 1/1... Discriminator Loss: 0.7678... Generator Loss: 1.0621 Epoch 1/1... Discriminator Loss: 1.0834... Generator Loss: 0.8356 Epoch 1/1... Discriminator Loss: 0.8762... Generator Loss: 1.0465 Epoch 1/1... Discriminator Loss: 1.7653... Generator Loss: 0.2786 Epoch 1/1... Discriminator Loss: 1.2613... Generator Loss: 0.5686 Epoch 1/1... Discriminator Loss: 1.7272... Generator Loss: 0.3006 Epoch 1/1... Discriminator Loss: 1.5470... Generator Loss: 0.4094 Epoch 1/1... Discriminator Loss: 1.9109... Generator Loss: 0.2417 Epoch 1/1... Discriminator Loss: 1.2685... Generator Loss: 0.5162 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 1.1169 Epoch 1/1... Discriminator Loss: 1.6419... Generator Loss: 0.3718 Epoch 1/1... Discriminator Loss: 1.0210... Generator Loss: 0.7280 Epoch 1/1... Discriminator Loss: 1.5492... Generator Loss: 0.3926 Epoch 1/1... Discriminator Loss: 1.0410... Generator Loss: 0.7033 Epoch 1/1... Discriminator Loss: 1.2034... Generator Loss: 0.5702 Epoch 1/1... Discriminator Loss: 2.1192... Generator Loss: 0.2530 Epoch 1/1... Discriminator Loss: 0.8842... Generator Loss: 0.9140 Epoch 1/1... Discriminator Loss: 1.1217... Generator Loss: 0.6596 Epoch 1/1... Discriminator Loss: 1.7329... Generator Loss: 0.3285 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1359... Generator Loss: 0.6098 Epoch 1/1... Discriminator Loss: 0.8935... Generator Loss: 0.8846 Epoch 1/1... Discriminator Loss: 0.9577... Generator Loss: 0.7984 Epoch 1/1... Discriminator Loss: 0.8462... Generator Loss: 0.9515 Epoch 1/1... Discriminator Loss: 1.2756... Generator Loss: 0.5016 Epoch 1/1... Discriminator Loss: 2.0052... Generator Loss: 0.2273 Epoch 1/1... Discriminator Loss: 0.5216... Generator Loss: 2.1963 Epoch 1/1... Discriminator Loss: 1.7061... Generator Loss: 0.3120 Epoch 1/1... Discriminator Loss: 1.6410... Generator Loss: 0.4256 Epoch 1/1... Discriminator Loss: 1.2983... Generator Loss: 0.5425 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0566... Generator Loss: 0.7060 Epoch 1/1... Discriminator Loss: 0.8511... Generator Loss: 0.9535 Epoch 1/1... Discriminator Loss: 1.5950... Generator Loss: 0.3752 Epoch 1/1... Discriminator Loss: 0.6296... Generator Loss: 1.4420 Epoch 1/1... Discriminator Loss: 0.7652... Generator Loss: 1.1177 Epoch 1/1... Discriminator Loss: 2.2288... Generator Loss: 0.1856 Epoch 1/1... Discriminator Loss: 1.2846... Generator Loss: 0.5157 Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 0.5726 Epoch 1/1... Discriminator Loss: 0.9557... Generator Loss: 0.7809 Epoch 1/1... Discriminator Loss: 0.7424... Generator Loss: 1.2910 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8172... Generator Loss: 1.0680 Epoch 1/1... Discriminator Loss: 0.7840... Generator Loss: 1.1005 Epoch 1/1... Discriminator Loss: 1.9246... Generator Loss: 0.2431 Epoch 1/1... Discriminator Loss: 0.8919... Generator Loss: 0.9272 Epoch 1/1... Discriminator Loss: 0.8106... Generator Loss: 1.2813 Epoch 1/1... Discriminator Loss: 1.4183... Generator Loss: 0.4388 Epoch 1/1... Discriminator Loss: 1.3262... Generator Loss: 0.5300 Epoch 1/1... Discriminator Loss: 0.9063... Generator Loss: 0.9452 Epoch 1/1... Discriminator Loss: 1.5283... Generator Loss: 0.3773 Epoch 1/1... Discriminator Loss: 1.2260... Generator Loss: 0.6686 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3002... Generator Loss: 0.5038 Epoch 1/1... Discriminator Loss: 1.0572... Generator Loss: 0.7158 Epoch 1/1... Discriminator Loss: 0.9330... Generator Loss: 0.8342 Epoch 1/1... Discriminator Loss: 1.4450... Generator Loss: 0.4544 Epoch 1/1... Discriminator Loss: 1.1135... Generator Loss: 0.6229 Epoch 1/1... Discriminator Loss: 0.5981... Generator Loss: 1.4917 Epoch 1/1... Discriminator Loss: 0.9241... Generator Loss: 0.8376 Epoch 1/1... Discriminator Loss: 1.0613... Generator Loss: 0.6757 Epoch 1/1... Discriminator Loss: 1.3396... Generator Loss: 0.5113 Epoch 1/1... Discriminator Loss: 1.5334... Generator Loss: 0.4190 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7434... Generator Loss: 1.2368 Epoch 1/1... Discriminator Loss: 1.5278... Generator Loss: 0.4024 Epoch 1/1... Discriminator Loss: 0.7033... Generator Loss: 1.3966 Epoch 1/1... Discriminator Loss: 1.9152... Generator Loss: 0.2571 Epoch 1/1... Discriminator Loss: 1.3238... Generator Loss: 0.6554 Epoch 1/1... Discriminator Loss: 1.1302... Generator Loss: 0.6083 Epoch 1/1... Discriminator Loss: 1.6748... Generator Loss: 0.3160 Epoch 1/1... Discriminator Loss: 0.8079... Generator Loss: 1.0047 Epoch 1/1... Discriminator Loss: 1.0089... Generator Loss: 0.7517 Epoch 1/1... Discriminator Loss: 0.6288... Generator Loss: 1.8026 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0594... Generator Loss: 0.7344 Epoch 1/1... Discriminator Loss: 1.2582... Generator Loss: 0.5654 Epoch 1/1... Discriminator Loss: 1.4642... Generator Loss: 0.4409 Epoch 1/1... Discriminator Loss: 0.7720... Generator Loss: 1.1123 Epoch 1/1... Discriminator Loss: 0.8665... Generator Loss: 1.0277 Epoch 1/1... Discriminator Loss: 2.0798... Generator Loss: 0.1973 Epoch 1/1... Discriminator Loss: 1.6398... Generator Loss: 0.3517 Epoch 1/1... Discriminator Loss: 0.9701... Generator Loss: 0.7900 Epoch 1/1... Discriminator Loss: 1.3806... Generator Loss: 0.4503 Epoch 1/1... Discriminator Loss: 1.1094... Generator Loss: 0.6543 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3624... Generator Loss: 0.4531 Epoch 1/1... Discriminator Loss: 0.7757... Generator Loss: 1.0469 Epoch 1/1... Discriminator Loss: 0.6301... Generator Loss: 1.4574 Epoch 1/1... Discriminator Loss: 0.7729... Generator Loss: 2.4227 Epoch 1/1... Discriminator Loss: 1.2280... Generator Loss: 0.5682 Epoch 1/1... Discriminator Loss: 1.6571... Generator Loss: 0.3301 Epoch 1/1... Discriminator Loss: 1.4334... Generator Loss: 0.4765 Epoch 1/1... Discriminator Loss: 1.2817... Generator Loss: 0.5957 Epoch 1/1... Discriminator Loss: 0.6529... Generator Loss: 1.3837 Epoch 1/1... Discriminator Loss: 1.6746... Generator Loss: 0.3144 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2596... Generator Loss: 0.5291 Epoch 1/1... Discriminator Loss: 0.7085... Generator Loss: 1.1924 Epoch 1/1... Discriminator Loss: 1.6404... Generator Loss: 0.3299 Epoch 1/1... Discriminator Loss: 0.7510... Generator Loss: 1.1053 Epoch 1/1... Discriminator Loss: 0.6171... Generator Loss: 2.2145 Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.8730 Epoch 1/1... Discriminator Loss: 0.9635... Generator Loss: 0.8328 Epoch 1/1... Discriminator Loss: 1.5415... Generator Loss: 0.4103 Epoch 1/1... Discriminator Loss: 1.6758... Generator Loss: 0.3488 Epoch 1/1... Discriminator Loss: 1.5713... Generator Loss: 0.3575 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5591... Generator Loss: 1.7568 Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 2.1756 Epoch 1/1... Discriminator Loss: 0.9287... Generator Loss: 0.8243 Epoch 1/1... Discriminator Loss: 2.2565... Generator Loss: 0.1861 Epoch 1/1... Discriminator Loss: 2.1637... Generator Loss: 0.1914 Epoch 1/1... Discriminator Loss: 0.8772... Generator Loss: 0.8688 Epoch 1/1... Discriminator Loss: 0.8062... Generator Loss: 1.0607 Epoch 1/1... Discriminator Loss: 1.1964... Generator Loss: 0.5697 Epoch 1/1... Discriminator Loss: 1.9724... Generator Loss: 0.2354 Epoch 1/1... Discriminator Loss: 1.5726... Generator Loss: 0.3647 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4834... Generator Loss: 0.4141 Epoch 1/1... Discriminator Loss: 1.0760... Generator Loss: 0.7743 Epoch 1/1... Discriminator Loss: 1.4524... Generator Loss: 0.4092 Epoch 1/1... Discriminator Loss: 1.3861... Generator Loss: 0.5857 Epoch 1/1... Discriminator Loss: 0.8208... Generator Loss: 1.0523 Epoch 1/1... Discriminator Loss: 1.5142... Generator Loss: 0.5258 Epoch 1/1... Discriminator Loss: 0.7065... Generator Loss: 2.5776 Epoch 1/1... Discriminator Loss: 1.4791... Generator Loss: 0.4469 Epoch 1/1... Discriminator Loss: 1.2706... Generator Loss: 0.5223 Epoch 1/1... Discriminator Loss: 0.8552... Generator Loss: 1.0516 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6828... Generator Loss: 1.2628 Epoch 1/1... Discriminator Loss: 1.1096... Generator Loss: 0.7923 Epoch 1/1... Discriminator Loss: 0.8606... Generator Loss: 0.9356 Epoch 1/1... Discriminator Loss: 0.7612... Generator Loss: 1.1801 Epoch 1/1... Discriminator Loss: 1.0803... Generator Loss: 0.6959 Epoch 1/1... Discriminator Loss: 1.4965... Generator Loss: 0.4385 Epoch 1/1... Discriminator Loss: 1.4996... Generator Loss: 0.3932 Epoch 1/1... Discriminator Loss: 0.6682... Generator Loss: 1.4542 Epoch 1/1... Discriminator Loss: 2.0908... Generator Loss: 0.2375 Epoch 1/1... Discriminator Loss: 0.9103... Generator Loss: 0.8354 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3372... Generator Loss: 0.4885 Epoch 1/1... Discriminator Loss: 1.0762... Generator Loss: 0.6879 Epoch 1/1... Discriminator Loss: 1.5626... Generator Loss: 0.3684 Epoch 1/1... Discriminator Loss: 1.1798... Generator Loss: 0.6128 Epoch 1/1... Discriminator Loss: 1.5458... Generator Loss: 0.4087 Epoch 1/1... Discriminator Loss: 0.7621... Generator Loss: 1.1792 Epoch 1/1... Discriminator Loss: 1.7121... Generator Loss: 0.3157 Epoch 1/1... Discriminator Loss: 1.5074... Generator Loss: 0.3844 Epoch 1/1... Discriminator Loss: 0.7861... Generator Loss: 1.1055 Epoch 1/1... Discriminator Loss: 2.2461... Generator Loss: 0.1858 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0606... Generator Loss: 0.7297 Epoch 1/1... Discriminator Loss: 1.9651... Generator Loss: 0.2298 Epoch 1/1... Discriminator Loss: 1.0439... Generator Loss: 0.7556 Epoch 1/1... Discriminator Loss: 1.2729... Generator Loss: 0.5279 Epoch 1/1... Discriminator Loss: 0.6083... Generator Loss: 1.9999 Epoch 1/1... Discriminator Loss: 0.9539... Generator Loss: 0.8295 Epoch 1/1... Discriminator Loss: 1.9543... Generator Loss: 0.2967 Epoch 1/1... Discriminator Loss: 1.0582... Generator Loss: 0.7532 Epoch 1/1... Discriminator Loss: 1.0599... Generator Loss: 0.6877 Epoch 1/1... Discriminator Loss: 1.1459... Generator Loss: 0.6768 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1915... Generator Loss: 0.5591 Epoch 1/1... Discriminator Loss: 1.5604... Generator Loss: 0.3981 Epoch 1/1... Discriminator Loss: 1.0645... Generator Loss: 0.6877 Epoch 1/1... Discriminator Loss: 0.5053... Generator Loss: 2.0212 Epoch 1/1... Discriminator Loss: 1.0431... Generator Loss: 0.7106 Epoch 1/1... Discriminator Loss: 0.7100... Generator Loss: 1.7155 Epoch 1/1... Discriminator Loss: 0.8521... Generator Loss: 0.9632 Epoch 1/1... Discriminator Loss: 1.1573... Generator Loss: 0.6141 Epoch 1/1... Discriminator Loss: 1.4829... Generator Loss: 0.4260 Epoch 1/1... Discriminator Loss: 0.8533... Generator Loss: 0.9228 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9186... Generator Loss: 0.8463 Epoch 1/1... Discriminator Loss: 1.1815... Generator Loss: 0.5715 Epoch 1/1... Discriminator Loss: 0.6857... Generator Loss: 1.3928 Epoch 1/1... Discriminator Loss: 2.0291... Generator Loss: 0.2327 Epoch 1/1... Discriminator Loss: 1.0094... Generator Loss: 0.7267 Epoch 1/1... Discriminator Loss: 1.6983... Generator Loss: 0.2998 Epoch 1/1... Discriminator Loss: 1.6353... Generator Loss: 0.3696 Epoch 1/1... Discriminator Loss: 0.9359... Generator Loss: 0.8215 Epoch 1/1... Discriminator Loss: 0.6933... Generator Loss: 1.2633 Epoch 1/1... Discriminator Loss: 0.6131... Generator Loss: 2.3698 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8674... Generator Loss: 0.9138 Epoch 1/1... Discriminator Loss: 0.5561... Generator Loss: 2.9680 Epoch 1/1... Discriminator Loss: 1.6337... Generator Loss: 0.3261 Epoch 1/1... Discriminator Loss: 0.6971... Generator Loss: 1.2648 Epoch 1/1... Discriminator Loss: 1.4509... Generator Loss: 0.4018 Epoch 1/1... Discriminator Loss: 0.9921... Generator Loss: 0.7815 Epoch 1/1... Discriminator Loss: 1.2089... Generator Loss: 0.5830 Epoch 1/1... Discriminator Loss: 2.1083... Generator Loss: 0.2041 Epoch 1/1... Discriminator Loss: 1.0014... Generator Loss: 0.7987 Epoch 1/1... Discriminator Loss: 0.7830... Generator Loss: 2.0441 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8266... Generator Loss: 0.9775 Epoch 1/1... Discriminator Loss: 1.2559... Generator Loss: 0.6173 Epoch 1/1... Discriminator Loss: 1.7886... Generator Loss: 0.3053 Epoch 1/1... Discriminator Loss: 1.2601... Generator Loss: 0.5137 Epoch 1/1... Discriminator Loss: 1.4665... Generator Loss: 0.4643 Epoch 1/1... Discriminator Loss: 1.3371... Generator Loss: 0.5330 Epoch 1/1... Discriminator Loss: 1.5223... Generator Loss: 0.3997 Epoch 1/1... Discriminator Loss: 1.1926... Generator Loss: 0.6109 Epoch 1/1... Discriminator Loss: 0.8367... Generator Loss: 1.1370 Epoch 1/1... Discriminator Loss: 2.0788... Generator Loss: 0.2143 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9878... Generator Loss: 0.8452 Epoch 1/1... Discriminator Loss: 1.1376... Generator Loss: 0.6175 Epoch 1/1... Discriminator Loss: 1.3343... Generator Loss: 0.5728 Epoch 1/1... Discriminator Loss: 0.7399... Generator Loss: 1.2100 Epoch 1/1... Discriminator Loss: 2.0108... Generator Loss: 0.2226 Epoch 1/1... Discriminator Loss: 1.1412... Generator Loss: 0.6329 Epoch 1/1... Discriminator Loss: 1.6775... Generator Loss: 0.3339 Epoch 1/1... Discriminator Loss: 1.2132... Generator Loss: 0.5859 Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 1.0962 Epoch 1/1... Discriminator Loss: 1.0989... Generator Loss: 0.7755 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4580... Generator Loss: 0.4141 Epoch 1/1... Discriminator Loss: 0.8580... Generator Loss: 0.9698 Epoch 1/1... Discriminator Loss: 2.2734... Generator Loss: 0.1772 Epoch 1/1... Discriminator Loss: 1.7410... Generator Loss: 0.2914 Epoch 1/1... Discriminator Loss: 1.3085... Generator Loss: 0.4894 Epoch 1/1... Discriminator Loss: 0.8622... Generator Loss: 0.9663 Epoch 1/1... Discriminator Loss: 0.8524... Generator Loss: 0.9469 Epoch 1/1... Discriminator Loss: 1.6066... Generator Loss: 0.3333 Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 0.8464 Epoch 1/1... Discriminator Loss: 1.6590... Generator Loss: 0.3323 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8789... Generator Loss: 1.0057 Epoch 1/1... Discriminator Loss: 0.7777... Generator Loss: 1.6290 Epoch 1/1... Discriminator Loss: 1.0152... Generator Loss: 0.7666 Epoch 1/1... Discriminator Loss: 0.6507... Generator Loss: 1.5578 Epoch 1/1... Discriminator Loss: 1.3914... Generator Loss: 0.4594 Epoch 1/1... Discriminator Loss: 0.6216... Generator Loss: 1.5471 Epoch 1/1... Discriminator Loss: 0.6654... Generator Loss: 1.7584 Epoch 1/1... Discriminator Loss: 0.9981... Generator Loss: 0.8078 Epoch 1/1... Discriminator Loss: 0.5800... Generator Loss: 3.1552 Epoch 1/1... Discriminator Loss: 0.9632... Generator Loss: 0.7967 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.5377 Epoch 1/1... Discriminator Loss: 0.8419... Generator Loss: 1.0301 Epoch 1/1... Discriminator Loss: 1.1491... Generator Loss: 0.6610 Epoch 1/1... Discriminator Loss: 2.0441... Generator Loss: 0.2072 Epoch 1/1... Discriminator Loss: 1.0044... Generator Loss: 0.8000 Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 1.0972 Epoch 1/1... Discriminator Loss: 0.6188... Generator Loss: 1.6101 Epoch 1/1... Discriminator Loss: 1.1119... Generator Loss: 0.6449 Epoch 1/1... Discriminator Loss: 0.9075... Generator Loss: 0.8362 Epoch 1/1... Discriminator Loss: 1.4400... Generator Loss: 0.4401 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4075... Generator Loss: 0.4608 Epoch 1/1... Discriminator Loss: 0.7395... Generator Loss: 1.4705 Epoch 1/1... Discriminator Loss: 1.5202... Generator Loss: 0.3739 Epoch 1/1... Discriminator Loss: 0.6936... Generator Loss: 1.3041 Epoch 1/1... Discriminator Loss: 1.7766... Generator Loss: 0.3023 Epoch 1/1... Discriminator Loss: 1.6257... Generator Loss: 0.4398 Epoch 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.5376 Epoch 1/1... Discriminator Loss: 1.3492... Generator Loss: 0.4769 Epoch 1/1... Discriminator Loss: 0.6997... Generator Loss: 1.2681 Epoch 1/1... Discriminator Loss: 1.1675... Generator Loss: 0.5974 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5885... Generator Loss: 1.8229 Epoch 1/1... Discriminator Loss: 1.5336... Generator Loss: 0.3796 Epoch 1/1... Discriminator Loss: 0.9033... Generator Loss: 0.8431 Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.4923 Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 0.6850 Epoch 1/1... Discriminator Loss: 1.2883... Generator Loss: 0.5174 Epoch 1/1... Discriminator Loss: 1.9230... Generator Loss: 0.2578 Epoch 1/1... Discriminator Loss: 1.7788... Generator Loss: 0.3123 Epoch 1/1... Discriminator Loss: 2.0502... Generator Loss: 0.2362 Epoch 1/1... Discriminator Loss: 0.8795... Generator Loss: 0.9349 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8319... Generator Loss: 1.1840 Epoch 1/1... Discriminator Loss: 0.7506... Generator Loss: 1.3040 Epoch 1/1... Discriminator Loss: 1.0603... Generator Loss: 0.6999 Epoch 1/1... Discriminator Loss: 0.7445... Generator Loss: 1.1502 Epoch 1/1... Discriminator Loss: 0.8954... Generator Loss: 0.8764 Epoch 1/1... Discriminator Loss: 1.1301... Generator Loss: 0.6107 Epoch 1/1... Discriminator Loss: 1.2672... Generator Loss: 0.5598 Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.4805 Epoch 1/1... Discriminator Loss: 0.6829... Generator Loss: 1.5668 Epoch 1/1... Discriminator Loss: 1.0690... Generator Loss: 0.7145 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4464... Generator Loss: 0.4050 Epoch 1/1... Discriminator Loss: 0.6972... Generator Loss: 1.3272 Epoch 1/1... Discriminator Loss: 1.2919... Generator Loss: 0.5684 Epoch 1/1... Discriminator Loss: 1.6627... Generator Loss: 0.3459 Epoch 1/1... Discriminator Loss: 1.9021... Generator Loss: 0.3408 Epoch 1/1... Discriminator Loss: 1.1770... Generator Loss: 0.5956 Epoch 1/1... Discriminator Loss: 0.7203... Generator Loss: 1.2040 Epoch 1/1... Discriminator Loss: 2.4637... Generator Loss: 0.1437 Epoch 1/1... Discriminator Loss: 2.1566... Generator Loss: 0.1836 Epoch 1/1... Discriminator Loss: 0.8682... Generator Loss: 1.5820 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9879... Generator Loss: 0.8281 Epoch 1/1... Discriminator Loss: 1.2084... Generator Loss: 0.5697 Epoch 1/1... Discriminator Loss: 1.5486... Generator Loss: 0.3662 Epoch 1/1... Discriminator Loss: 1.0537... Generator Loss: 0.6956 Epoch 1/1... Discriminator Loss: 1.0222... Generator Loss: 0.7416 Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.6311 Epoch 1/1... Discriminator Loss: 0.6883... Generator Loss: 2.0687 Epoch 1/1... Discriminator Loss: 1.0551... Generator Loss: 0.7758 Epoch 1/1... Discriminator Loss: 1.2332... Generator Loss: 0.6265 Epoch 1/1... Discriminator Loss: 1.1016... Generator Loss: 0.6447 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 0.9075 Epoch 1/1... Discriminator Loss: 1.6208... Generator Loss: 0.3930 Epoch 1/1... Discriminator Loss: 0.7601... Generator Loss: 2.0976 Epoch 1/1... Discriminator Loss: 0.6585... Generator Loss: 1.5735 Epoch 1/1... Discriminator Loss: 1.3874... Generator Loss: 0.4626 Epoch 1/1... Discriminator Loss: 0.7700... Generator Loss: 1.2815 Epoch 1/1... Discriminator Loss: 1.6687... Generator Loss: 0.3736 Epoch 1/1... Discriminator Loss: 2.1487... Generator Loss: 0.2191 Epoch 1/1... Discriminator Loss: 1.5121... Generator Loss: 0.4458 Epoch 1/1... Discriminator Loss: 1.6790... Generator Loss: 0.3403 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.1141... Generator Loss: 0.2063 Epoch 1/1... Discriminator Loss: 2.2484... Generator Loss: 0.1976 Epoch 1/1... Discriminator Loss: 0.6773... Generator Loss: 1.3269 Epoch 1/1... Discriminator Loss: 0.9351... Generator Loss: 0.8607 Epoch 1/1... Discriminator Loss: 1.0588... Generator Loss: 0.6792 Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 0.4975 Epoch 1/1... Discriminator Loss: 1.3945... Generator Loss: 0.4828 Epoch 1/1... Discriminator Loss: 1.3977... Generator Loss: 0.4375 Epoch 1/1... Discriminator Loss: 0.8134... Generator Loss: 1.0014 Epoch 1/1... Discriminator Loss: 0.8794... Generator Loss: 0.9076 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.1503... Generator Loss: 0.1943 Epoch 1/1... Discriminator Loss: 1.1626... Generator Loss: 0.5975 Epoch 1/1... Discriminator Loss: 0.4961... Generator Loss: 2.2023 Epoch 1/1... Discriminator Loss: 1.7717... Generator Loss: 0.2933 Epoch 1/1... Discriminator Loss: 2.1632... Generator Loss: 0.2227 Epoch 1/1... Discriminator Loss: 0.8311... Generator Loss: 1.1910 Epoch 1/1... Discriminator Loss: 1.0926... Generator Loss: 0.7249 Epoch 1/1... Discriminator Loss: 1.4086... Generator Loss: 0.4853 Epoch 1/1... Discriminator Loss: 0.9717... Generator Loss: 0.8358 Epoch 1/1... Discriminator Loss: 1.8649... Generator Loss: 0.2791 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4175... Generator Loss: 0.4348 Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.4525 Epoch 1/1... Discriminator Loss: 2.4006... Generator Loss: 0.1462 Epoch 1/1... Discriminator Loss: 1.5176... Generator Loss: 0.3821 Epoch 1/1... Discriminator Loss: 0.9212... Generator Loss: 0.8467 Epoch 1/1... Discriminator Loss: 1.4279... Generator Loss: 0.4416 Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 0.6374 Epoch 1/1... Discriminator Loss: 1.2596... Generator Loss: 0.5202 Epoch 1/1... Discriminator Loss: 1.7660... Generator Loss: 0.2923 Epoch 1/1... Discriminator Loss: 0.9425... Generator Loss: 0.8747 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1113... Generator Loss: 0.6632 Epoch 1/1... Discriminator Loss: 0.5967... Generator Loss: 1.5061 Epoch 1/1... Discriminator Loss: 1.1489... Generator Loss: 0.7195 Epoch 1/1... Discriminator Loss: 0.7043... Generator Loss: 1.6098 Epoch 1/1... Discriminator Loss: 0.9548... Generator Loss: 1.0242 Epoch 1/1... Discriminator Loss: 0.6938... Generator Loss: 1.3182 Epoch 1/1... Discriminator Loss: 1.1279... Generator Loss: 0.7111 Epoch 1/1... Discriminator Loss: 0.9301... Generator Loss: 0.9256 Epoch 1/1... Discriminator Loss: 0.8161... Generator Loss: 1.0393 Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 0.4918 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 0.7819 Epoch 1/1... Discriminator Loss: 0.6591... Generator Loss: 1.5103 Epoch 1/1... Discriminator Loss: 0.7707... Generator Loss: 1.2696 Epoch 1/1... Discriminator Loss: 1.5034... Generator Loss: 0.4191 Epoch 1/1... Discriminator Loss: 0.9951... Generator Loss: 0.7453 Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 0.7358 Epoch 1/1... Discriminator Loss: 1.6343... Generator Loss: 0.4004 Epoch 1/1... Discriminator Loss: 1.4210... Generator Loss: 0.4749 Epoch 1/1... Discriminator Loss: 1.3221... Generator Loss: 0.5087 Epoch 1/1... Discriminator Loss: 0.6309... Generator Loss: 2.3426 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7472... Generator Loss: 0.2901 Epoch 1/1... Discriminator Loss: 1.2807... Generator Loss: 0.5347 Epoch 1/1... Discriminator Loss: 1.0924... Generator Loss: 0.6484 Epoch 1/1... Discriminator Loss: 1.3535... Generator Loss: 0.4956 Epoch 1/1... Discriminator Loss: 1.7898... Generator Loss: 0.2977 Epoch 1/1... Discriminator Loss: 1.2630... Generator Loss: 0.5858 Epoch 1/1... Discriminator Loss: 0.7791... Generator Loss: 1.0507 Epoch 1/1... Discriminator Loss: 1.6498... Generator Loss: 0.3272 Epoch 1/1... Discriminator Loss: 1.0743... Generator Loss: 0.6585 Epoch 1/1... Discriminator Loss: 0.9316... Generator Loss: 0.8209 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6443... Generator Loss: 1.6024 Epoch 1/1... Discriminator Loss: 0.9921... Generator Loss: 0.7647 Epoch 1/1... Discriminator Loss: 0.6514... Generator Loss: 1.4472 Epoch 1/1... Discriminator Loss: 0.7083... Generator Loss: 1.2105 Epoch 1/1... Discriminator Loss: 1.0619... Generator Loss: 0.7211 Epoch 1/1... Discriminator Loss: 1.9048... Generator Loss: 0.2616 Epoch 1/1... Discriminator Loss: 0.7063... Generator Loss: 2.3854 Epoch 1/1... Discriminator Loss: 1.0559... Generator Loss: 0.7018 Epoch 1/1... Discriminator Loss: 0.7714... Generator Loss: 1.8946 Epoch 1/1... Discriminator Loss: 1.7724... Generator Loss: 0.3072 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3298... Generator Loss: 0.4706 Epoch 1/1... Discriminator Loss: 1.5583... Generator Loss: 0.3897 Epoch 1/1... Discriminator Loss: 1.8042... Generator Loss: 0.2750 Epoch 1/1... Discriminator Loss: 0.6702... Generator Loss: 1.3581 Epoch 1/1... Discriminator Loss: 0.9806... Generator Loss: 0.7727 Epoch 1/1... Discriminator Loss: 1.2249... Generator Loss: 0.5285 Epoch 1/1... Discriminator Loss: 1.3525... Generator Loss: 0.4874 Epoch 1/1... Discriminator Loss: 0.8398... Generator Loss: 0.9539 Epoch 1/1... Discriminator Loss: 1.2424... Generator Loss: 0.6619 Epoch 1/1... Discriminator Loss: 1.5563... Generator Loss: 0.3753 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3525... Generator Loss: 0.5325 Epoch 1/1... Discriminator Loss: 1.6134... Generator Loss: 0.3363 Epoch 1/1... Discriminator Loss: 0.8064... Generator Loss: 1.1331 Epoch 1/1... Discriminator Loss: 0.7417... Generator Loss: 1.1262 Epoch 1/1... Discriminator Loss: 1.8886... Generator Loss: 0.2648 Epoch 1/1... Discriminator Loss: 1.4011... Generator Loss: 0.4563 Epoch 1/1... Discriminator Loss: 0.9715... Generator Loss: 0.7933 Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 0.7068 Epoch 1/1... Discriminator Loss: 0.6070... Generator Loss: 1.6562 Epoch 1/1... Discriminator Loss: 0.7765... Generator Loss: 1.5626 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6443... Generator Loss: 0.3504 Epoch 1/1... Discriminator Loss: 1.0358... Generator Loss: 0.7249 Epoch 1/1... Discriminator Loss: 1.3245... Generator Loss: 0.4924 Epoch 1/1... Discriminator Loss: 1.2018... Generator Loss: 0.6374 Epoch 1/1... Discriminator Loss: 0.6258... Generator Loss: 1.4594 Epoch 1/1... Discriminator Loss: 0.9028... Generator Loss: 0.8943 Epoch 1/1... Discriminator Loss: 0.9712... Generator Loss: 0.7919 Epoch 1/1... Discriminator Loss: 1.0764... Generator Loss: 0.6665 Epoch 1/1... Discriminator Loss: 0.7669... Generator Loss: 1.0841 Epoch 1/1... Discriminator Loss: 0.5918... Generator Loss: 1.5399 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8481... Generator Loss: 0.9325 Epoch 1/1... Discriminator Loss: 0.8132... Generator Loss: 0.9822 Epoch 1/1... Discriminator Loss: 2.1200... Generator Loss: 0.1918 Epoch 1/1... Discriminator Loss: 2.0536... Generator Loss: 0.2243 Epoch 1/1... Discriminator Loss: 1.4613... Generator Loss: 0.3942 Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 0.8407 Epoch 1/1... Discriminator Loss: 0.9260... Generator Loss: 0.8386 Epoch 1/1... Discriminator Loss: 0.8102... Generator Loss: 0.9986 Epoch 1/1... Discriminator Loss: 1.8456... Generator Loss: 0.2730 Epoch 1/1... Discriminator Loss: 0.9919... Generator Loss: 0.7432 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 0.8756 Epoch 1/1... Discriminator Loss: 1.3516... Generator Loss: 0.4625 Epoch 1/1... Discriminator Loss: 2.0226... Generator Loss: 0.2275 Epoch 1/1... Discriminator Loss: 0.7000... Generator Loss: 1.2382 Epoch 1/1... Discriminator Loss: 1.8480... Generator Loss: 0.2643 Epoch 1/1... Discriminator Loss: 0.7944... Generator Loss: 1.0631 Epoch 1/1... Discriminator Loss: 0.6609... Generator Loss: 1.7328 Epoch 1/1... Discriminator Loss: 0.8688... Generator Loss: 0.9407 Epoch 1/1... Discriminator Loss: 0.7123... Generator Loss: 1.2268 Epoch 1/1... Discriminator Loss: 1.3707... Generator Loss: 0.4649 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2359... Generator Loss: 0.5406 Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 0.5646 Epoch 1/1... Discriminator Loss: 1.2398... Generator Loss: 0.5353 Epoch 1/1... Discriminator Loss: 1.5554... Generator Loss: 0.3536 Epoch 1/1... Discriminator Loss: 0.8272... Generator Loss: 0.9938 Epoch 1/1... Discriminator Loss: 1.1231... Generator Loss: 0.6593 Epoch 1/1... Discriminator Loss: 1.0660... Generator Loss: 0.6575 Epoch 1/1... Discriminator Loss: 0.7547... Generator Loss: 1.1504 Epoch 1/1... Discriminator Loss: 0.9010... Generator Loss: 0.8555 Epoch 1/1... Discriminator Loss: 1.0761... Generator Loss: 0.7042 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.4917... Generator Loss: 0.1384 Epoch 1/1... Discriminator Loss: 0.8012... Generator Loss: 1.1839 Epoch 1/1... Discriminator Loss: 0.7042... Generator Loss: 1.2393 Epoch 1/1... Discriminator Loss: 1.6939... Generator Loss: 0.3676 Epoch 1/1... Discriminator Loss: 0.9685... Generator Loss: 0.7895 Epoch 1/1... Discriminator Loss: 0.6868... Generator Loss: 1.2664 Epoch 1/1... Discriminator Loss: 0.7134... Generator Loss: 1.1651 Epoch 1/1... Discriminator Loss: 0.9977... Generator Loss: 0.7868 Epoch 1/1... Discriminator Loss: 1.9369... Generator Loss: 0.2359 Epoch 1/1... Discriminator Loss: 2.3325... Generator Loss: 0.1916 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3363... Generator Loss: 0.5096 Epoch 1/1... Discriminator Loss: 1.5564... Generator Loss: 0.3712 Epoch 1/1... Discriminator Loss: 1.2055... Generator Loss: 0.6115 Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 0.4684 Epoch 1/1... Discriminator Loss: 1.5098... Generator Loss: 0.3776 Epoch 1/1... Discriminator Loss: 1.0109... Generator Loss: 0.7398 Epoch 1/1... Discriminator Loss: 1.2414... Generator Loss: 0.5571 Epoch 1/1... Discriminator Loss: 2.0854... Generator Loss: 0.2140 Epoch 1/1... Discriminator Loss: 1.4881... Generator Loss: 0.4104 Epoch 1/1... Discriminator Loss: 1.0341... Generator Loss: 0.7213 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9870... Generator Loss: 0.7509 Epoch 1/1... Discriminator Loss: 1.6403... Generator Loss: 0.3731 Epoch 1/1... Discriminator Loss: 0.8866... Generator Loss: 0.8656 Epoch 1/1... Discriminator Loss: 0.7600... Generator Loss: 1.1012 Epoch 1/1... Discriminator Loss: 1.5844... Generator Loss: 0.3528 Epoch 1/1... Discriminator Loss: 1.4191... Generator Loss: 0.4325 Epoch 1/1... Discriminator Loss: 0.7096... Generator Loss: 1.4302 Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.8008 Epoch 1/1... Discriminator Loss: 0.9263... Generator Loss: 0.8659 Epoch 1/1... Discriminator Loss: 1.8901... Generator Loss: 0.2475 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.9673... Generator Loss: 0.2382 Epoch 1/1... Discriminator Loss: 1.5697... Generator Loss: 0.3873 Epoch 1/1... Discriminator Loss: 3.0708... Generator Loss: 0.0786 Epoch 1/1... Discriminator Loss: 1.7615... Generator Loss: 0.3220 Epoch 1/1... Discriminator Loss: 1.0009... Generator Loss: 0.7692 Epoch 1/1... Discriminator Loss: 1.2700... Generator Loss: 0.5153 Epoch 1/1... Discriminator Loss: 2.1079... Generator Loss: 0.2088 Epoch 1/1... Discriminator Loss: 0.9100... Generator Loss: 0.8953 Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.4887 Epoch 1/1... Discriminator Loss: 1.2928... Generator Loss: 0.5043 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6668... Generator Loss: 1.3476 Epoch 1/1... Discriminator Loss: 1.8482... Generator Loss: 0.2596 Epoch 1/1... Discriminator Loss: 1.9235... Generator Loss: 0.2666 Epoch 1/1... Discriminator Loss: 1.7931... Generator Loss: 0.2851 Epoch 1/1... Discriminator Loss: 1.1614... Generator Loss: 0.6086 Epoch 1/1... Discriminator Loss: 1.6381... Generator Loss: 0.3914 Epoch 1/1... Discriminator Loss: 2.0728... Generator Loss: 0.2365 Epoch 1/1... Discriminator Loss: 1.5219... Generator Loss: 0.3817 Epoch 1/1... Discriminator Loss: 0.7302... Generator Loss: 1.2958 Epoch 1/1... Discriminator Loss: 0.9062... Generator Loss: 0.8606 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9559... Generator Loss: 0.8359 Epoch 1/1... Discriminator Loss: 1.1618... Generator Loss: 0.5994 Epoch 1/1... Discriminator Loss: 0.5836... Generator Loss: 1.5705 Epoch 1/1... Discriminator Loss: 0.9464... Generator Loss: 0.8362 Epoch 1/1... Discriminator Loss: 2.0956... Generator Loss: 0.2120 Epoch 1/1... Discriminator Loss: 0.9929... Generator Loss: 0.7676 Epoch 1/1... Discriminator Loss: 0.8765... Generator Loss: 0.9208 Epoch 1/1... Discriminator Loss: 1.1447... Generator Loss: 0.6254 Epoch 1/1... Discriminator Loss: 1.3584... Generator Loss: 0.4767 Epoch 1/1... Discriminator Loss: 1.0915... Generator Loss: 0.6727 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.0501... Generator Loss: 0.2290 Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 0.6976 Epoch 1/1... Discriminator Loss: 1.4056... Generator Loss: 0.4353 Epoch 1/1... Discriminator Loss: 0.8456... Generator Loss: 0.9368 Epoch 1/1... Discriminator Loss: 1.3682... Generator Loss: 0.4780 Epoch 1/1... Discriminator Loss: 1.4091... Generator Loss: 0.4551 Epoch 1/1... Discriminator Loss: 1.2428... Generator Loss: 0.5330 Epoch 1/1... Discriminator Loss: 1.0977... Generator Loss: 0.6781 Epoch 1/1... Discriminator Loss: 0.8449... Generator Loss: 0.9815 Epoch 1/1... Discriminator Loss: 1.3914... Generator Loss: 0.4616 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7183... Generator Loss: 0.3005 Epoch 1/1... Discriminator Loss: 1.8170... Generator Loss: 0.2763 Epoch 1/1... Discriminator Loss: 1.0308... Generator Loss: 0.7154 Epoch 1/1... Discriminator Loss: 1.2705... Generator Loss: 0.5600 Epoch 1/1... Discriminator Loss: 2.2296... Generator Loss: 0.1877 Epoch 1/1... Discriminator Loss: 0.9077... Generator Loss: 0.8506 Epoch 1/1... Discriminator Loss: 2.3026... Generator Loss: 0.1689 Epoch 1/1... Discriminator Loss: 0.6652... Generator Loss: 1.5674 Epoch 1/1... Discriminator Loss: 1.8308... Generator Loss: 0.2595 Epoch 1/1... Discriminator Loss: 0.7892... Generator Loss: 1.0408 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7253... Generator Loss: 1.2336 Epoch 1/1... Discriminator Loss: 1.3806... Generator Loss: 0.4475 Epoch 1/1... Discriminator Loss: 0.7347... Generator Loss: 1.4770 Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 0.4835 Epoch 1/1... Discriminator Loss: 1.8138... Generator Loss: 0.2721 Epoch 1/1... Discriminator Loss: 1.5287... Generator Loss: 0.3831 Epoch 1/1... Discriminator Loss: 0.9815... Generator Loss: 0.7361 Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 1.0875 Epoch 1/1... Discriminator Loss: 1.3487... Generator Loss: 0.4530 Epoch 1/1... Discriminator Loss: 2.2290... Generator Loss: 0.1753 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9127... Generator Loss: 1.1807 Epoch 1/1... Discriminator Loss: 0.7708... Generator Loss: 1.1460 Epoch 1/1... Discriminator Loss: 0.8093... Generator Loss: 1.0204 Epoch 1/1... Discriminator Loss: 1.3584... Generator Loss: 0.4765 Epoch 1/1... Discriminator Loss: 0.7574... Generator Loss: 1.1335 Epoch 1/1... Discriminator Loss: 0.7930... Generator Loss: 3.2341 Epoch 1/1... Discriminator Loss: 0.6503... Generator Loss: 1.6221 Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.5147 Epoch 1/1... Discriminator Loss: 0.6838... Generator Loss: 1.4239 Epoch 1/1... Discriminator Loss: 1.5210... Generator Loss: 0.3779 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5557... Generator Loss: 0.3942 Epoch 1/1... Discriminator Loss: 0.9874... Generator Loss: 0.7666 Epoch 1/1... Discriminator Loss: 0.8668... Generator Loss: 1.1142 Epoch 1/1... Discriminator Loss: 0.6798... Generator Loss: 1.5251 Epoch 1/1... Discriminator Loss: 1.3603... Generator Loss: 0.5061 Epoch 1/1... Discriminator Loss: 0.6914... Generator Loss: 1.7322 Epoch 1/1... Discriminator Loss: 2.7478... Generator Loss: 0.1135 Epoch 1/1... Discriminator Loss: 0.6282... Generator Loss: 1.6009 Epoch 1/1... Discriminator Loss: 1.4148... Generator Loss: 0.4841 Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.5476 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4535... Generator Loss: 0.3978 Epoch 1/1... Discriminator Loss: 1.5141... Generator Loss: 0.3872 Epoch 1/1... Discriminator Loss: 1.2021... Generator Loss: 0.5895 Epoch 1/1... Discriminator Loss: 2.1924... Generator Loss: 0.1845 Epoch 1/1... Discriminator Loss: 0.5741... Generator Loss: 2.3640 Epoch 1/1... Discriminator Loss: 0.7879... Generator Loss: 1.5606 Epoch 1/1... Discriminator Loss: 1.0322... Generator Loss: 0.7350 Epoch 1/1... Discriminator Loss: 0.5961... Generator Loss: 1.8898 Epoch 1/1... Discriminator Loss: 1.4443... Generator Loss: 0.4342 Epoch 1/1... Discriminator Loss: 0.7609... Generator Loss: 1.2979 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4021... Generator Loss: 0.4455 Epoch 1/1... Discriminator Loss: 1.9619... Generator Loss: 0.2642 Epoch 1/1... Discriminator Loss: 1.7961... Generator Loss: 0.2736 Epoch 1/1... Discriminator Loss: 1.8628... Generator Loss: 0.2750 Epoch 1/1... Discriminator Loss: 1.4375... Generator Loss: 0.5088 Epoch 1/1... Discriminator Loss: 0.5492... Generator Loss: 1.6563 Epoch 1/1... Discriminator Loss: 1.2838... Generator Loss: 0.5033 Epoch 1/1... Discriminator Loss: 0.8113... Generator Loss: 0.9848 Epoch 1/1... Discriminator Loss: 1.0315... Generator Loss: 0.7616 Epoch 1/1... Discriminator Loss: 1.2058... Generator Loss: 0.5845 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4033... Generator Loss: 0.4351 Epoch 1/1... Discriminator Loss: 0.9351... Generator Loss: 0.8075 Epoch 1/1... Discriminator Loss: 1.6015... Generator Loss: 0.3444 Epoch 1/1... Discriminator Loss: 0.9287... Generator Loss: 0.8210 Epoch 1/1... Discriminator Loss: 1.3218... Generator Loss: 0.6027 Epoch 1/1... Discriminator Loss: 0.6147... Generator Loss: 2.1174 Epoch 1/1... Discriminator Loss: 1.6468... Generator Loss: 0.3982 Epoch 1/1... Discriminator Loss: 1.7883... Generator Loss: 0.3099 Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.5424 Epoch 1/1... Discriminator Loss: 0.7498... Generator Loss: 1.1045 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1685... Generator Loss: 0.6904 Epoch 1/1... Discriminator Loss: 1.3534... Generator Loss: 0.4622 Epoch 1/1... Discriminator Loss: 1.6977... Generator Loss: 0.3362 Epoch 1/1... Discriminator Loss: 0.9857... Generator Loss: 0.9098 Epoch 1/1... Discriminator Loss: 0.6651... Generator Loss: 1.3616 Epoch 1/1... Discriminator Loss: 1.5881... Generator Loss: 0.3734 Epoch 1/1... Discriminator Loss: 1.4641... Generator Loss: 0.4414 Epoch 1/1... Discriminator Loss: 1.6363... Generator Loss: 0.3389 Epoch 1/1... Discriminator Loss: 1.1465... Generator Loss: 0.6242 Epoch 1/1... Discriminator Loss: 1.3083... Generator Loss: 0.5905 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5540... Generator Loss: 0.3587 Epoch 1/1... Discriminator Loss: 1.4475... Generator Loss: 0.4057 Epoch 1/1... Discriminator Loss: 1.8748... Generator Loss: 0.2571 Epoch 1/1... Discriminator Loss: 1.4797... Generator Loss: 0.4645 Epoch 1/1... Discriminator Loss: 1.2372... Generator Loss: 0.5300 Epoch 1/1... Discriminator Loss: 1.4680... Generator Loss: 0.4766 Epoch 1/1... Discriminator Loss: 0.9234... Generator Loss: 0.8705 Epoch 1/1... Discriminator Loss: 1.9886... Generator Loss: 0.2529 Epoch 1/1... Discriminator Loss: 0.6346... Generator Loss: 1.4046 Epoch 1/1... Discriminator Loss: 2.0094... Generator Loss: 0.2135 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.2054... Generator Loss: 0.1887 Epoch 1/1... Discriminator Loss: 1.0059... Generator Loss: 0.7515 Epoch 1/1... Discriminator Loss: 2.4452... Generator Loss: 0.1459 Epoch 1/1... Discriminator Loss: 0.7963... Generator Loss: 1.0333 Epoch 1/1... Discriminator Loss: 0.8978... Generator Loss: 0.8847 Epoch 1/1... Discriminator Loss: 0.5912... Generator Loss: 1.5456 Epoch 1/1... Discriminator Loss: 1.4480... Generator Loss: 0.4773 Epoch 1/1... Discriminator Loss: 1.2656... Generator Loss: 0.5253 Epoch 1/1... Discriminator Loss: 0.8202... Generator Loss: 1.0394 Epoch 1/1... Discriminator Loss: 1.7241... Generator Loss: 0.2952 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3344... Generator Loss: 0.4799 Epoch 1/1... Discriminator Loss: 0.9691... Generator Loss: 0.8158 Epoch 1/1... Discriminator Loss: 1.0611... Generator Loss: 0.7198 Epoch 1/1... Discriminator Loss: 1.3821... Generator Loss: 0.5003 Epoch 1/1... Discriminator Loss: 0.7999... Generator Loss: 1.0168 Epoch 1/1... Discriminator Loss: 0.9521... Generator Loss: 0.8094 Epoch 1/1... Discriminator Loss: 0.7404... Generator Loss: 1.2046 Epoch 1/1... Discriminator Loss: 0.8670... Generator Loss: 0.9244 Epoch 1/1... Discriminator Loss: 0.6030... Generator Loss: 2.8018 Epoch 1/1... Discriminator Loss: 0.6737... Generator Loss: 1.4930 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.0484... Generator Loss: 0.2172 Epoch 1/1... Discriminator Loss: 1.4023... Generator Loss: 0.4586 Epoch 1/1... Discriminator Loss: 1.1491... Generator Loss: 0.6124 Epoch 1/1... Discriminator Loss: 0.9714... Generator Loss: 0.9319 Epoch 1/1... Discriminator Loss: 0.7098... Generator Loss: 1.2279 Epoch 1/1... Discriminator Loss: 0.8350... Generator Loss: 1.1323 Epoch 1/1... Discriminator Loss: 0.7428... Generator Loss: 1.3002 Epoch 1/1... Discriminator Loss: 1.2149... Generator Loss: 0.5562 Epoch 1/1... Discriminator Loss: 0.4629... Generator Loss: 2.4748 Epoch 1/1... Discriminator Loss: 0.7866... Generator Loss: 1.0615 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.2759... Generator Loss: 0.1778 Epoch 1/1... Discriminator Loss: 0.7646... Generator Loss: 1.2195 Epoch 1/1... Discriminator Loss: 0.9285... Generator Loss: 0.7977 Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 0.4874 Epoch 1/1... Discriminator Loss: 1.0834... Generator Loss: 0.6534 Epoch 1/1... Discriminator Loss: 2.8126... Generator Loss: 0.1147 Epoch 1/1... Discriminator Loss: 1.3014... Generator Loss: 0.5899 Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 0.8563 Epoch 1/1... Discriminator Loss: 0.8865... Generator Loss: 0.9079 Epoch 1/1... Discriminator Loss: 0.6832... Generator Loss: 1.3483 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8004... Generator Loss: 1.0302 Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 0.9413 Epoch 1/1... Discriminator Loss: 1.5692... Generator Loss: 0.3540 Epoch 1/1... Discriminator Loss: 1.6379... Generator Loss: 0.3208 Epoch 1/1... Discriminator Loss: 0.8940... Generator Loss: 0.9260 Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 0.6755 Epoch 1/1... Discriminator Loss: 1.4475... Generator Loss: 0.4915 Epoch 1/1... Discriminator Loss: 0.6464... Generator Loss: 1.6281 Epoch 1/1... Discriminator Loss: 0.8230... Generator Loss: 1.0318 Epoch 1/1... Discriminator Loss: 1.2249... Generator Loss: 0.6029 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9229... Generator Loss: 0.8524 Epoch 1/1... Discriminator Loss: 2.2473... Generator Loss: 0.2007 Epoch 1/1... Discriminator Loss: 0.9905... Generator Loss: 0.7647 Epoch 1/1... Discriminator Loss: 1.3718... Generator Loss: 0.4792 Epoch 1/1... Discriminator Loss: 0.6807... Generator Loss: 1.3639 Epoch 1/1... Discriminator Loss: 2.1569... Generator Loss: 0.1885 Epoch 1/1... Discriminator Loss: 0.8494... Generator Loss: 0.9550 Epoch 1/1... Discriminator Loss: 1.2337... Generator Loss: 0.6131 Epoch 1/1... Discriminator Loss: 0.7341... Generator Loss: 1.1521 Epoch 1/1... Discriminator Loss: 1.0781... Generator Loss: 0.7356 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5443... Generator Loss: 0.3658 Epoch 1/1... Discriminator Loss: 0.8732... Generator Loss: 0.9077 Epoch 1/1... Discriminator Loss: 0.8086... Generator Loss: 1.4635 Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.5307 Epoch 1/1... Discriminator Loss: 0.8639... Generator Loss: 1.0341 Epoch 1/1... Discriminator Loss: 1.4723... Generator Loss: 0.4653 Epoch 1/1... Discriminator Loss: 1.2287... Generator Loss: 0.5592 Epoch 1/1... Discriminator Loss: 1.4696... Generator Loss: 0.4726 Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 0.7925 Epoch 1/1... Discriminator Loss: 1.1109... Generator Loss: 0.6521 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2833... Generator Loss: 0.5349 Epoch 1/1... Discriminator Loss: 2.1611... Generator Loss: 0.1993 Epoch 1/1... Discriminator Loss: 1.3872... Generator Loss: 0.5088 Epoch 1/1... Discriminator Loss: 1.0443... Generator Loss: 0.7359 Epoch 1/1... Discriminator Loss: 1.0457... Generator Loss: 0.7419 Epoch 1/1... Discriminator Loss: 1.1502... Generator Loss: 0.5863 Epoch 1/1... Discriminator Loss: 1.1054... Generator Loss: 0.6447 Epoch 1/1... Discriminator Loss: 1.1346... Generator Loss: 0.6259 Epoch 1/1... Discriminator Loss: 0.8734... Generator Loss: 1.2121 Epoch 1/1... Discriminator Loss: 1.1067... Generator Loss: 0.6400 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7094... Generator Loss: 0.4136 Epoch 1/1... Discriminator Loss: 2.1558... Generator Loss: 0.1989 Epoch 1/1... Discriminator Loss: 1.4800... Generator Loss: 0.3982 Epoch 1/1... Discriminator Loss: 0.9684... Generator Loss: 1.1570 Epoch 1/1... Discriminator Loss: 1.6719... Generator Loss: 0.3467 Epoch 1/1... Discriminator Loss: 1.1148... Generator Loss: 0.6376 Epoch 1/1... Discriminator Loss: 0.7431... Generator Loss: 1.1103 Epoch 1/1... Discriminator Loss: 1.1197... Generator Loss: 0.6298 Epoch 1/1... Discriminator Loss: 1.7199... Generator Loss: 0.3207 Epoch 1/1... Discriminator Loss: 1.8767... Generator Loss: 0.2874 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9661... Generator Loss: 0.8845 Epoch 1/1... Discriminator Loss: 2.8419... Generator Loss: 0.0988 Epoch 1/1... Discriminator Loss: 0.8037... Generator Loss: 1.1147 Epoch 1/1... Discriminator Loss: 0.8743... Generator Loss: 1.0223 Epoch 1/1... Discriminator Loss: 0.6953... Generator Loss: 1.5248 Epoch 1/1... Discriminator Loss: 2.2713... Generator Loss: 0.2071 Epoch 1/1... Discriminator Loss: 1.3566... Generator Loss: 0.4656 Epoch 1/1... Discriminator Loss: 0.7564... Generator Loss: 1.4064 Epoch 1/1... Discriminator Loss: 0.6342... Generator Loss: 1.8822 Epoch 1/1... Discriminator Loss: 1.5588... Generator Loss: 0.4315 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2617... Generator Loss: 0.5089 Epoch 1/1... Discriminator Loss: 2.1275... Generator Loss: 0.2063 Epoch 1/1... Discriminator Loss: 0.8948... Generator Loss: 0.8682 Epoch 1/1... Discriminator Loss: 0.9468... Generator Loss: 0.7864 Epoch 1/1... Discriminator Loss: 2.1353... Generator Loss: 0.2045 Epoch 1/1... Discriminator Loss: 0.9656... Generator Loss: 0.7963 Epoch 1/1... Discriminator Loss: 1.6104... Generator Loss: 0.3752 Epoch 1/1... Discriminator Loss: 0.9718... Generator Loss: 0.7826 Epoch 1/1... Discriminator Loss: 0.6983... Generator Loss: 2.1488 Epoch 1/1... Discriminator Loss: 0.7597... Generator Loss: 1.0962 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.7571... Generator Loss: 0.1101 Epoch 1/1... Discriminator Loss: 0.8892... Generator Loss: 0.9714 Epoch 1/1... Discriminator Loss: 1.2238... Generator Loss: 0.5911 Epoch 1/1... Discriminator Loss: 1.1015... Generator Loss: 0.6937 Epoch 1/1... Discriminator Loss: 0.9443... Generator Loss: 0.9006 Epoch 1/1... Discriminator Loss: 2.0542... Generator Loss: 0.2356 Epoch 1/1... Discriminator Loss: 1.3430... Generator Loss: 0.5032 Epoch 1/1... Discriminator Loss: 0.8002... Generator Loss: 1.2230 Epoch 1/1... Discriminator Loss: 2.5638... Generator Loss: 0.1387 Epoch 1/1... Discriminator Loss: 0.9942... Generator Loss: 0.8394 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3058... Generator Loss: 0.5355 Epoch 1/1... Discriminator Loss: 0.7146... Generator Loss: 2.3475 Epoch 1/1... Discriminator Loss: 0.9357... Generator Loss: 0.8342 Epoch 1/1... Discriminator Loss: 1.9097... Generator Loss: 0.2473 Epoch 1/1... Discriminator Loss: 0.8881... Generator Loss: 0.8790 Epoch 1/1... Discriminator Loss: 0.7193... Generator Loss: 1.1958 Epoch 1/1... Discriminator Loss: 2.0190... Generator Loss: 0.2247 Epoch 1/1... Discriminator Loss: 0.7928... Generator Loss: 1.0257 Epoch 1/1... Discriminator Loss: 1.0069... Generator Loss: 0.7426 Epoch 1/1... Discriminator Loss: 1.3172... Generator Loss: 0.5332 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.6294... Generator Loss: 0.3463 Epoch 1/1... Discriminator Loss: 0.7293... Generator Loss: 1.6685 Epoch 1/1... Discriminator Loss: 0.7984... Generator Loss: 1.0319 Epoch 1/1... Discriminator Loss: 1.0086... Generator Loss: 0.7388 Epoch 1/1... Discriminator Loss: 1.2218... Generator Loss: 0.5500 Epoch 1/1... Discriminator Loss: 0.8489... Generator Loss: 1.0229 Epoch 1/1... Discriminator Loss: 0.8094... Generator Loss: 1.5716 Epoch 1/1... Discriminator Loss: 0.6651... Generator Loss: 2.2142 Epoch 1/1... Discriminator Loss: 0.6247... Generator Loss: 1.9630 Epoch 1/1... Discriminator Loss: 1.5526... Generator Loss: 0.3921 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6653... Generator Loss: 1.2868 Epoch 1/1... Discriminator Loss: 0.7914... Generator Loss: 1.0328 Epoch 1/1... Discriminator Loss: 2.2069... Generator Loss: 0.1891 Epoch 1/1... Discriminator Loss: 1.5033... Generator Loss: 0.4253 Epoch 1/1... Discriminator Loss: 0.9517... Generator Loss: 0.7922 Epoch 1/1... Discriminator Loss: 1.7324... Generator Loss: 0.2932 Epoch 1/1... Discriminator Loss: 2.2532... Generator Loss: 0.1772 Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 0.7466 Epoch 1/1... Discriminator Loss: 2.0466... Generator Loss: 0.2615 Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.6501 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9894... Generator Loss: 0.8210 Epoch 1/1... Discriminator Loss: 1.9280... Generator Loss: 0.2390 Epoch 1/1... Discriminator Loss: 0.9969... Generator Loss: 0.7490 Epoch 1/1... Discriminator Loss: 1.4067... Generator Loss: 0.5556 Epoch 1/1... Discriminator Loss: 1.3470... Generator Loss: 0.4712 Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 0.6408 Epoch 1/1... Discriminator Loss: 0.9014... Generator Loss: 0.8769 Epoch 1/1... Discriminator Loss: 0.9501... Generator Loss: 0.7874 Epoch 1/1... Discriminator Loss: 1.3875... Generator Loss: 0.4439 Epoch 1/1... Discriminator Loss: 2.0209... Generator Loss: 0.2406 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6325... Generator Loss: 1.4562 Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 0.5311 Epoch 1/1... Discriminator Loss: 1.0428... Generator Loss: 0.7432 Epoch 1/1... Discriminator Loss: 1.8935... Generator Loss: 0.2742 Epoch 1/1... Discriminator Loss: 1.3023... Generator Loss: 0.5266 Epoch 1/1... Discriminator Loss: 1.0661... Generator Loss: 0.7251 Epoch 1/1... Discriminator Loss: 0.9904... Generator Loss: 0.7401 Epoch 1/1... Discriminator Loss: 0.7412... Generator Loss: 1.3899 Epoch 1/1... Discriminator Loss: 1.8279... Generator Loss: 0.2756 Epoch 1/1... Discriminator Loss: 1.9336... Generator Loss: 0.2631 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4558... Generator Loss: 0.4254 Epoch 1/1... Discriminator Loss: 1.3763... Generator Loss: 0.4579 Epoch 1/1... Discriminator Loss: 2.0396... Generator Loss: 0.2108 Epoch 1/1... Discriminator Loss: 1.6086... Generator Loss: 0.3925 Epoch 1/1... Discriminator Loss: 0.7425... Generator Loss: 1.2142 Epoch 1/1... Discriminator Loss: 3.6315... Generator Loss: 0.0482 Epoch 1/1... Discriminator Loss: 0.9475... Generator Loss: 0.8990 Epoch 1/1... Discriminator Loss: 0.7341... Generator Loss: 1.1802 Epoch 1/1... Discriminator Loss: 0.9641... Generator Loss: 0.8611 Epoch 1/1... Discriminator Loss: 0.8265... Generator Loss: 0.9632 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.0036... Generator Loss: 0.2314 Epoch 1/1... Discriminator Loss: 1.6879... Generator Loss: 0.3373 Epoch 1/1... Discriminator Loss: 0.4680... Generator Loss: 2.2542 Epoch 1/1... Discriminator Loss: 1.5568... Generator Loss: 0.4497 Epoch 1/1... Discriminator Loss: 1.5193... Generator Loss: 0.3873 Epoch 1/1... Discriminator Loss: 0.6936... Generator Loss: 1.2983 Epoch 1/1... Discriminator Loss: 1.5196... Generator Loss: 0.4084 Epoch 1/1... Discriminator Loss: 0.9469... Generator Loss: 0.8210 Epoch 1/1... Discriminator Loss: 1.1046... Generator Loss: 0.6611 Epoch 1/1... Discriminator Loss: 2.5619... Generator Loss: 0.1452 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1281... Generator Loss: 0.6226 Epoch 1/1... Discriminator Loss: 1.2210... Generator Loss: 0.5715 Epoch 1/1... Discriminator Loss: 0.7733... Generator Loss: 1.0494 Epoch 1/1... Discriminator Loss: 1.2602... Generator Loss: 0.5133 Epoch 1/1... Discriminator Loss: 1.1936... Generator Loss: 0.6486 Epoch 1/1... Discriminator Loss: 1.3504... Generator Loss: 0.5542 Epoch 1/1... Discriminator Loss: 0.6125... Generator Loss: 1.6022 Epoch 1/1... Discriminator Loss: 1.1572... Generator Loss: 0.5876 Epoch 1/1... Discriminator Loss: 0.8232... Generator Loss: 1.0362 Epoch 1/1... Discriminator Loss: 1.2095... Generator Loss: 0.5591 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6026... Generator Loss: 1.6398 Epoch 1/1... Discriminator Loss: 1.3280... Generator Loss: 0.5457 Epoch 1/1... Discriminator Loss: 2.1451... Generator Loss: 0.2062 Epoch 1/1... Discriminator Loss: 1.4659... Generator Loss: 0.4285 Epoch 1/1... Discriminator Loss: 0.4808... Generator Loss: 2.9783 Epoch 1/1... Discriminator Loss: 0.7840... Generator Loss: 1.0751 Epoch 1/1... Discriminator Loss: 2.1434... Generator Loss: 0.1937 Epoch 1/1... Discriminator Loss: 0.8876... Generator Loss: 1.0240 Epoch 1/1... Discriminator Loss: 1.0560... Generator Loss: 0.7524 Epoch 1/1... Discriminator Loss: 0.8063... Generator Loss: 1.0422 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1790... Generator Loss: 0.6255 Epoch 1/1... Discriminator Loss: 0.8757... Generator Loss: 0.8844 Epoch 1/1... Discriminator Loss: 0.8203... Generator Loss: 1.0237 Epoch 1/1... Discriminator Loss: 0.8984... Generator Loss: 0.8880 Epoch 1/1... Discriminator Loss: 1.1136... Generator Loss: 0.6466 Epoch 1/1... Discriminator Loss: 1.5855... Generator Loss: 0.3718 Epoch 1/1... Discriminator Loss: 1.9106... Generator Loss: 0.2432 Epoch 1/1... Discriminator Loss: 1.5735... Generator Loss: 0.3612 Epoch 1/1... Discriminator Loss: 0.6992... Generator Loss: 1.8147 Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 1.1989 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6833... Generator Loss: 1.8931 Epoch 1/1... Discriminator Loss: 1.5307... Generator Loss: 0.4643 Epoch 1/1... Discriminator Loss: 0.6286... Generator Loss: 2.5139 Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.7572 Epoch 1/1... Discriminator Loss: 0.8699... Generator Loss: 0.9242 Epoch 1/1... Discriminator Loss: 1.3324... Generator Loss: 0.4945 Epoch 1/1... Discriminator Loss: 0.6929... Generator Loss: 1.5000 Epoch 1/1... Discriminator Loss: 1.3802... Generator Loss: 0.4620 Epoch 1/1... Discriminator Loss: 0.8310... Generator Loss: 1.0161 Epoch 1/1... Discriminator Loss: 1.9072... Generator Loss: 0.2567 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8689... Generator Loss: 0.9134 Epoch 1/1... Discriminator Loss: 1.0682... Generator Loss: 0.6755 Epoch 1/1... Discriminator Loss: 1.2866... Generator Loss: 0.5485 Epoch 1/1... Discriminator Loss: 1.1317... Generator Loss: 0.6136 Epoch 1/1... Discriminator Loss: 1.7899... Generator Loss: 0.3263 Epoch 1/1... Discriminator Loss: 1.1556... Generator Loss: 0.6177 Epoch 1/1... Discriminator Loss: 0.8125... Generator Loss: 1.0424 Epoch 1/1... Discriminator Loss: 0.5741... Generator Loss: 1.6083 Epoch 1/1... Discriminator Loss: 1.7851... Generator Loss: 0.2743 Epoch 1/1... Discriminator Loss: 1.3165... Generator Loss: 0.4945 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1031... Generator Loss: 0.6704 Epoch 1/1... Discriminator Loss: 0.8470... Generator Loss: 0.9743 Epoch 1/1... Discriminator Loss: 1.0244... Generator Loss: 0.7216 Epoch 1/1... Discriminator Loss: 1.0658... Generator Loss: 0.6844 Epoch 1/1... Discriminator Loss: 1.1390... Generator Loss: 0.6290 Epoch 1/1... Discriminator Loss: 0.6286... Generator Loss: 2.3130 Epoch 1/1... Discriminator Loss: 0.8401... Generator Loss: 0.9376 Epoch 1/1... Discriminator Loss: 1.4678... Generator Loss: 0.4173 Epoch 1/1... Discriminator Loss: 2.0764... Generator Loss: 0.2008 Epoch 1/1... Discriminator Loss: 0.9870... Generator Loss: 0.8322 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7394... Generator Loss: 1.2120 Epoch 1/1... Discriminator Loss: 0.6501... Generator Loss: 1.3793 Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 0.4670 Epoch 1/1... Discriminator Loss: 1.1593... Generator Loss: 0.5945 Epoch 1/1... Discriminator Loss: 1.3897... Generator Loss: 0.4426 Epoch 1/1... Discriminator Loss: 1.0034... Generator Loss: 0.7911 Epoch 1/1... Discriminator Loss: 0.5594... Generator Loss: 1.9347 Epoch 1/1... Discriminator Loss: 1.4997... Generator Loss: 0.3870 Epoch 1/1... Discriminator Loss: 1.6393... Generator Loss: 0.3308 Epoch 1/1... Discriminator Loss: 0.5113... Generator Loss: 1.9893 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1297... Generator Loss: 0.6307 Epoch 1/1... Discriminator Loss: 1.3084... Generator Loss: 0.5239 Epoch 1/1... Discriminator Loss: 1.1937... Generator Loss: 0.5529 Epoch 1/1... Discriminator Loss: 0.6897... Generator Loss: 1.4510 Epoch 1/1... Discriminator Loss: 1.5557... Generator Loss: 0.3742 Epoch 1/1... Discriminator Loss: 1.4229... Generator Loss: 0.4311 Epoch 1/1... Discriminator Loss: 1.4518... Generator Loss: 0.4789 Epoch 1/1... Discriminator Loss: 1.1488... Generator Loss: 0.6332 Epoch 1/1... Discriminator Loss: 1.2777... Generator Loss: 0.5043 Epoch 1/1... Discriminator Loss: 1.8680... Generator Loss: 0.2695 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.4753... Generator Loss: 2.8825 Epoch 1/1... Discriminator Loss: 1.0020... Generator Loss: 0.7852 Epoch 1/1... Discriminator Loss: 1.8392... Generator Loss: 0.2732 Epoch 1/1... Discriminator Loss: 2.1874... Generator Loss: 0.2306 Epoch 1/1... Discriminator Loss: 1.5318... Generator Loss: 0.3783 Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.5765 Epoch 1/1... Discriminator Loss: 0.8809... Generator Loss: 1.3130 Epoch 1/1... Discriminator Loss: 2.1417... Generator Loss: 0.1957 Epoch 1/1... Discriminator Loss: 1.6741... Generator Loss: 0.3425 Epoch 1/1... Discriminator Loss: 1.7460... Generator Loss: 0.3190 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2847... Generator Loss: 0.5141 Epoch 1/1... Discriminator Loss: 0.9919... Generator Loss: 0.7421 Epoch 1/1... Discriminator Loss: 1.4576... Generator Loss: 0.4505 Epoch 1/1... Discriminator Loss: 0.9554... Generator Loss: 0.8039 Epoch 1/1... Discriminator Loss: 1.5498... Generator Loss: 0.3990 Epoch 1/1... Discriminator Loss: 0.7101... Generator Loss: 1.1966 Epoch 1/1... Discriminator Loss: 1.5286... Generator Loss: 0.3764 Epoch 1/1... Discriminator Loss: 0.8755... Generator Loss: 1.1450 Epoch 1/1... Discriminator Loss: 1.4486... Generator Loss: 0.4269 Epoch 1/1... Discriminator Loss: 1.3213... Generator Loss: 0.5484 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0205... Generator Loss: 0.7457 Epoch 1/1... Discriminator Loss: 1.4721... Generator Loss: 0.4859 Epoch 1/1... Discriminator Loss: 1.4304... Generator Loss: 0.4543 Epoch 1/1... Discriminator Loss: 0.9050... Generator Loss: 0.8855 Epoch 1/1... Discriminator Loss: 0.9002... Generator Loss: 0.9081 Epoch 1/1... Discriminator Loss: 1.6032... Generator Loss: 0.3655 Epoch 1/1... Discriminator Loss: 1.4831... Generator Loss: 0.4056 Epoch 1/1... Discriminator Loss: 0.6426... Generator Loss: 1.3813 Epoch 1/1... Discriminator Loss: 1.0606... Generator Loss: 0.7037 Epoch 1/1... Discriminator Loss: 0.8405... Generator Loss: 0.9758 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2995... Generator Loss: 0.4971 Epoch 1/1... Discriminator Loss: 0.7204... Generator Loss: 1.2253 Epoch 1/1... Discriminator Loss: 0.9966... Generator Loss: 0.7871 Epoch 1/1... Discriminator Loss: 1.3986... Generator Loss: 0.4938 Epoch 1/1... Discriminator Loss: 0.8226... Generator Loss: 1.5851 Epoch 1/1... Discriminator Loss: 1.1199... Generator Loss: 0.6236 Epoch 1/1... Discriminator Loss: 0.8033... Generator Loss: 1.0111 Epoch 1/1... Discriminator Loss: 1.4208... Generator Loss: 0.5449 Epoch 1/1... Discriminator Loss: 2.0866... Generator Loss: 0.2129 Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 0.7359 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7411... Generator Loss: 0.3038 Epoch 1/1... Discriminator Loss: 1.5596... Generator Loss: 0.3605 Epoch 1/1... Discriminator Loss: 0.5148... Generator Loss: 2.8152 Epoch 1/1... Discriminator Loss: 1.6720... Generator Loss: 0.3593 Epoch 1/1... Discriminator Loss: 0.8804... Generator Loss: 1.0007 Epoch 1/1... Discriminator Loss: 1.3672... Generator Loss: 0.4588 Epoch 1/1... Discriminator Loss: 0.9048... Generator Loss: 0.8498 Epoch 1/1... Discriminator Loss: 0.7424... Generator Loss: 1.1379 Epoch 1/1... Discriminator Loss: 2.2946... Generator Loss: 0.1588 Epoch 1/1... Discriminator Loss: 0.8765... Generator Loss: 0.9968 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5878... Generator Loss: 1.5327 Epoch 1/1... Discriminator Loss: 1.0818... Generator Loss: 0.6930 Epoch 1/1... Discriminator Loss: 0.7859... Generator Loss: 1.0389 Epoch 1/1... Discriminator Loss: 1.7044... Generator Loss: 0.3069 Epoch 1/1... Discriminator Loss: 0.6204... Generator Loss: 1.6845 Epoch 1/1... Discriminator Loss: 2.0650... Generator Loss: 0.2192 Epoch 1/1... Discriminator Loss: 1.7788... Generator Loss: 0.3064 Epoch 1/1... Discriminator Loss: 1.7555... Generator Loss: 0.3094 Epoch 1/1... Discriminator Loss: 1.9712... Generator Loss: 0.2597 Epoch 1/1... Discriminator Loss: 1.4908... Generator Loss: 0.4294 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9967... Generator Loss: 0.8037 Epoch 1/1... Discriminator Loss: 2.3484... Generator Loss: 0.1534 Epoch 1/1... Discriminator Loss: 1.1670... Generator Loss: 0.7276 Epoch 1/1... Discriminator Loss: 0.8585... Generator Loss: 0.9305 Epoch 1/1... Discriminator Loss: 0.7953... Generator Loss: 1.0336 Epoch 1/1... Discriminator Loss: 1.6852... Generator Loss: 0.3594 Epoch 1/1... Discriminator Loss: 0.5584... Generator Loss: 1.6800 Epoch 1/1... Discriminator Loss: 0.5964... Generator Loss: 1.5463 Epoch 1/1... Discriminator Loss: 0.7126... Generator Loss: 1.3391 Epoch 1/1... Discriminator Loss: 1.3122... Generator Loss: 0.5213 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5933... Generator Loss: 0.3524 Epoch 1/1... Discriminator Loss: 0.9627... Generator Loss: 0.9240 Epoch 1/1... Discriminator Loss: 1.3053... Generator Loss: 0.5128 Epoch 1/1... Discriminator Loss: 1.1898... Generator Loss: 0.5698 Epoch 1/1... Discriminator Loss: 1.0518... Generator Loss: 0.7596 Epoch 1/1... Discriminator Loss: 1.9450... Generator Loss: 0.2339 Epoch 1/1... Discriminator Loss: 0.5348... Generator Loss: 1.8068 Epoch 1/1... Discriminator Loss: 0.7911... Generator Loss: 1.0805 Epoch 1/1... Discriminator Loss: 0.9905... Generator Loss: 0.8181 Epoch 1/1... Discriminator Loss: 1.6682... Generator Loss: 0.3426 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 0.6808 Epoch 1/1... Discriminator Loss: 0.6994... Generator Loss: 3.3792 Epoch 1/1... Discriminator Loss: 1.4716... Generator Loss: 0.4416 Epoch 1/1... Discriminator Loss: 2.2178... Generator Loss: 0.1733 Epoch 1/1... Discriminator Loss: 0.8528... Generator Loss: 0.9362 Epoch 1/1... Discriminator Loss: 1.7692... Generator Loss: 0.3146 Epoch 1/1... Discriminator Loss: 2.1693... Generator Loss: 0.1850 Epoch 1/1... Discriminator Loss: 0.8290... Generator Loss: 0.9833 Epoch 1/1... Discriminator Loss: 0.7603... Generator Loss: 1.0710 Epoch 1/1... Discriminator Loss: 1.0017... Generator Loss: 0.7542 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7652... Generator Loss: 0.2944 Epoch 1/1... Discriminator Loss: 2.3515... Generator Loss: 0.1636 Epoch 1/1... Discriminator Loss: 1.2946... Generator Loss: 0.5317 Epoch 1/1... Discriminator Loss: 2.3455... Generator Loss: 0.1589 Epoch 1/1... Discriminator Loss: 0.7245... Generator Loss: 2.0373 Epoch 1/1... Discriminator Loss: 2.4429... Generator Loss: 0.1560 Epoch 1/1... Discriminator Loss: 0.8091... Generator Loss: 1.0097 Epoch 1/1... Discriminator Loss: 1.0206... Generator Loss: 0.7322 Epoch 1/1... Discriminator Loss: 0.7290... Generator Loss: 1.1515 Epoch 1/1... Discriminator Loss: 1.1815... Generator Loss: 0.5834 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0027... Generator Loss: 0.8282 Epoch 1/1... Discriminator Loss: 0.6082... Generator Loss: 2.0939 Epoch 1/1... Discriminator Loss: 0.9892... Generator Loss: 0.8053 Epoch 1/1... Discriminator Loss: 1.0860... Generator Loss: 0.6877 Epoch 1/1... Discriminator Loss: 1.6310... Generator Loss: 0.3570 Epoch 1/1... Discriminator Loss: 1.9923... Generator Loss: 0.2547 Epoch 1/1... Discriminator Loss: 1.2829... Generator Loss: 0.5172 Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 0.7316 Epoch 1/1... Discriminator Loss: 1.5627... Generator Loss: 0.3850 Epoch 1/1... Discriminator Loss: 0.7962... Generator Loss: 1.1229 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.0927... Generator Loss: 0.2149 Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 0.5711 Epoch 1/1... Discriminator Loss: 1.8609... Generator Loss: 0.2580 Epoch 1/1... Discriminator Loss: 0.8553... Generator Loss: 1.0263 Epoch 1/1... Discriminator Loss: 0.8180... Generator Loss: 0.9887 Epoch 1/1... Discriminator Loss: 1.7542... Generator Loss: 0.3168 Epoch 1/1... Discriminator Loss: 1.1902... Generator Loss: 0.6001 Epoch 1/1... Discriminator Loss: 0.6904... Generator Loss: 1.2814 Epoch 1/1... Discriminator Loss: 1.2692... Generator Loss: 0.5380 Epoch 1/1... Discriminator Loss: 1.8073... Generator Loss: 0.2783 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5590... Generator Loss: 1.7213 Epoch 1/1... Discriminator Loss: 0.8588... Generator Loss: 0.9952 Epoch 1/1... Discriminator Loss: 0.8321... Generator Loss: 0.9943 Epoch 1/1... Discriminator Loss: 1.3914... Generator Loss: 0.4793 Epoch 1/1... Discriminator Loss: 0.5748... Generator Loss: 1.7854 Epoch 1/1... Discriminator Loss: 2.0716... Generator Loss: 0.2072 Epoch 1/1... Discriminator Loss: 1.1397... Generator Loss: 0.6526 Epoch 1/1... Discriminator Loss: 1.2763... Generator Loss: 0.5289 Epoch 1/1... Discriminator Loss: 1.5208... Generator Loss: 0.3912 Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 0.7182 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8148... Generator Loss: 1.0190 Epoch 1/1... Discriminator Loss: 0.9409... Generator Loss: 0.9418 Epoch 1/1... Discriminator Loss: 1.2500... Generator Loss: 0.5444 Epoch 1/1... Discriminator Loss: 1.1515... Generator Loss: 0.6531 Epoch 1/1... Discriminator Loss: 1.1335... Generator Loss: 0.6403 Epoch 1/1... Discriminator Loss: 1.2809... Generator Loss: 0.5389 Epoch 1/1... Discriminator Loss: 1.4605... Generator Loss: 0.4382 Epoch 1/1... Discriminator Loss: 0.9391... Generator Loss: 0.8386 Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 0.8353 Epoch 1/1... Discriminator Loss: 1.5518... Generator Loss: 0.4052 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8357... Generator Loss: 1.0567 Epoch 1/1... Discriminator Loss: 1.7882... Generator Loss: 0.2878 Epoch 1/1... Discriminator Loss: 1.4693... Generator Loss: 0.4087 Epoch 1/1... Discriminator Loss: 1.8525... Generator Loss: 0.3140 Epoch 1/1... Discriminator Loss: 1.2715... Generator Loss: 0.5674 Epoch 1/1... Discriminator Loss: 0.6607... Generator Loss: 1.4355 Epoch 1/1... Discriminator Loss: 0.9975... Generator Loss: 0.7481 Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 0.6623 Epoch 1/1... Discriminator Loss: 1.5449... Generator Loss: 0.3874 Epoch 1/1... Discriminator Loss: 1.1622... Generator Loss: 0.6535 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.2736... Generator Loss: 0.1762 Epoch 1/1... Discriminator Loss: 0.6194... Generator Loss: 1.7726 Epoch 1/1... Discriminator Loss: 0.9561... Generator Loss: 0.8153 Epoch 1/1... Discriminator Loss: 0.8191... Generator Loss: 1.0404 Epoch 1/1... Discriminator Loss: 1.1967... Generator Loss: 0.6901 Epoch 1/1... Discriminator Loss: 1.5795... Generator Loss: 0.4346 Epoch 1/1... Discriminator Loss: 0.5509... Generator Loss: 1.7650 Epoch 1/1... Discriminator Loss: 0.7876... Generator Loss: 1.0579 Epoch 1/1... Discriminator Loss: 1.7488... Generator Loss: 0.3779 Epoch 1/1... Discriminator Loss: 1.1854... Generator Loss: 0.6248 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3105... Generator Loss: 0.4822 Epoch 1/1... Discriminator Loss: 1.0482... Generator Loss: 0.7307 Epoch 1/1... Discriminator Loss: 1.9417... Generator Loss: 0.2525 Epoch 1/1... Discriminator Loss: 1.5143... Generator Loss: 0.3730 Epoch 1/1... Discriminator Loss: 0.5552... Generator Loss: 1.6837 Epoch 1/1... Discriminator Loss: 1.9532... Generator Loss: 0.2932 Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.6928 Epoch 1/1... Discriminator Loss: 1.6562... Generator Loss: 0.3275 Epoch 1/1... Discriminator Loss: 0.5869... Generator Loss: 2.1344 Epoch 1/1... Discriminator Loss: 1.3646... Generator Loss: 0.4871 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 0.6103 Epoch 1/1... Discriminator Loss: 1.6503... Generator Loss: 0.3992 Epoch 1/1... Discriminator Loss: 0.9729... Generator Loss: 1.0200 Epoch 1/1... Discriminator Loss: 1.0148... Generator Loss: 0.7287 Epoch 1/1... Discriminator Loss: 1.7049... Generator Loss: 0.3672 Epoch 1/1... Discriminator Loss: 0.7943... Generator Loss: 1.0440 Epoch 1/1... Discriminator Loss: 1.1794... Generator Loss: 0.5909 Epoch 1/1... Discriminator Loss: 1.6451... Generator Loss: 0.3435 Epoch 1/1... Discriminator Loss: 1.1577... Generator Loss: 0.6114 Epoch 1/1... Discriminator Loss: 0.7084... Generator Loss: 1.3256 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6700... Generator Loss: 1.7367 Epoch 1/1... Discriminator Loss: 0.9753... Generator Loss: 0.8197 Epoch 1/1... Discriminator Loss: 1.4024... Generator Loss: 0.4452 Epoch 1/1... Discriminator Loss: 3.3228... Generator Loss: 0.0659 Epoch 1/1... Discriminator Loss: 1.3216... Generator Loss: 0.4856 Epoch 1/1... Discriminator Loss: 1.4223... Generator Loss: 0.4267 Epoch 1/1... Discriminator Loss: 1.2988... Generator Loss: 0.5079 Epoch 1/1... Discriminator Loss: 1.1591... Generator Loss: 0.5852 Epoch 1/1... Discriminator Loss: 0.7336... Generator Loss: 2.4497 Epoch 1/1... Discriminator Loss: 0.7412... Generator Loss: 1.2168 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5250... Generator Loss: 0.3764 Epoch 1/1... Discriminator Loss: 0.7058... Generator Loss: 1.3998 Epoch 1/1... Discriminator Loss: 2.0304... Generator Loss: 0.2174 Epoch 1/1... Discriminator Loss: 0.9703... Generator Loss: 0.7891 Epoch 1/1... Discriminator Loss: 0.7682... Generator Loss: 1.0511 Epoch 1/1... Discriminator Loss: 1.1823... Generator Loss: 0.5945 Epoch 1/1... Discriminator Loss: 0.9331... Generator Loss: 0.8177 Epoch 1/1... Discriminator Loss: 0.6186... Generator Loss: 1.4350 Epoch 1/1... Discriminator Loss: 2.2462... Generator Loss: 0.1898 Epoch 1/1... Discriminator Loss: 1.9448... Generator Loss: 0.2465 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6076... Generator Loss: 1.4886 Epoch 1/1... Discriminator Loss: 0.6610... Generator Loss: 1.3238 Epoch 1/1... Discriminator Loss: 1.4148... Generator Loss: 0.4290 Epoch 1/1... Discriminator Loss: 0.8235... Generator Loss: 0.9834 Epoch 1/1... Discriminator Loss: 0.9668... Generator Loss: 0.7853 Epoch 1/1... Discriminator Loss: 0.5757... Generator Loss: 1.9392 Epoch 1/1... Discriminator Loss: 2.1241... Generator Loss: 0.2107 Epoch 1/1... Discriminator Loss: 0.6387... Generator Loss: 1.9289 Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 0.8959 Epoch 1/1... Discriminator Loss: 0.8599... Generator Loss: 1.0235 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9794... Generator Loss: 0.7557 Epoch 1/1... Discriminator Loss: 1.1206... Generator Loss: 0.6601 Epoch 1/1... Discriminator Loss: 2.1029... Generator Loss: 0.2336 Epoch 1/1... Discriminator Loss: 0.8843... Generator Loss: 0.8888 Epoch 1/1... Discriminator Loss: 1.5732... Generator Loss: 0.3950 Epoch 1/1... Discriminator Loss: 0.8282... Generator Loss: 1.2275 Epoch 1/1... Discriminator Loss: 1.3760... Generator Loss: 0.4458 Epoch 1/1... Discriminator Loss: 0.6570... Generator Loss: 1.3357 Epoch 1/1... Discriminator Loss: 1.2484... Generator Loss: 0.5334 Epoch 1/1... Discriminator Loss: 0.8452... Generator Loss: 1.0027 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3489... Generator Loss: 0.5138 Epoch 1/1... Discriminator Loss: 1.5374... Generator Loss: 0.4011 Epoch 1/1... Discriminator Loss: 1.3122... Generator Loss: 0.5311 Epoch 1/1... Discriminator Loss: 2.4953... Generator Loss: 0.1393 Epoch 1/1... Discriminator Loss: 1.0054... Generator Loss: 0.8319 Epoch 1/1... Discriminator Loss: 1.3125... Generator Loss: 0.5085 Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 0.5389 Epoch 1/1... Discriminator Loss: 0.9242... Generator Loss: 0.9002 Epoch 1/1... Discriminator Loss: 2.3579... Generator Loss: 0.1622 Epoch 1/1... Discriminator Loss: 2.3441... Generator Loss: 0.1886 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0260... Generator Loss: 0.7637 Epoch 1/1... Discriminator Loss: 1.7972... Generator Loss: 0.3517 Epoch 1/1... Discriminator Loss: 1.6929... Generator Loss: 0.3316 Epoch 1/1... Discriminator Loss: 0.9982... Generator Loss: 0.7668 Epoch 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.5712 Epoch 1/1... Discriminator Loss: 1.0914... Generator Loss: 0.6397 Epoch 1/1... Discriminator Loss: 0.7607... Generator Loss: 1.1364 Epoch 1/1... Discriminator Loss: 1.3327... Generator Loss: 0.4731 Epoch 1/1... Discriminator Loss: 2.2255... Generator Loss: 0.1884 Epoch 1/1... Discriminator Loss: 0.8589... Generator Loss: 0.9311 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7749... Generator Loss: 0.3254 Epoch 1/1... Discriminator Loss: 1.1537... Generator Loss: 0.6127 Epoch 1/1... Discriminator Loss: 0.8123... Generator Loss: 1.0798 Epoch 1/1... Discriminator Loss: 2.5025... Generator Loss: 0.1457 Epoch 1/1... Discriminator Loss: 1.5188... Generator Loss: 0.3832 Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 0.5067 Epoch 1/1... Discriminator Loss: 1.4733... Generator Loss: 0.4005 Epoch 1/1... Discriminator Loss: 1.5805... Generator Loss: 0.3580 Epoch 1/1... Discriminator Loss: 1.0943... Generator Loss: 0.6743 Epoch 1/1... Discriminator Loss: 0.7845... Generator Loss: 1.0481 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8628... Generator Loss: 0.9241 Epoch 1/1... Discriminator Loss: 0.8305... Generator Loss: 1.0291 Epoch 1/1... Discriminator Loss: 0.6496... Generator Loss: 1.3811 Epoch 1/1... Discriminator Loss: 0.6998... Generator Loss: 1.3895 Epoch 1/1... Discriminator Loss: 0.6178... Generator Loss: 1.6149 Epoch 1/1... Discriminator Loss: 0.9090... Generator Loss: 0.8357 Epoch 1/1... Discriminator Loss: 1.9422... Generator Loss: 0.2815 Epoch 1/1... Discriminator Loss: 0.7906... Generator Loss: 1.0411 Epoch 1/1... Discriminator Loss: 1.5151... Generator Loss: 0.4014 Epoch 1/1... Discriminator Loss: 0.7129... Generator Loss: 1.5236 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.9074... Generator Loss: 0.2929 Epoch 1/1... Discriminator Loss: 0.7398... Generator Loss: 1.1916 Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 0.6363 Epoch 1/1... Discriminator Loss: 0.7018... Generator Loss: 1.6853 Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.7804 Epoch 1/1... Discriminator Loss: 1.1244... Generator Loss: 0.6338 Epoch 1/1... Discriminator Loss: 0.9410... Generator Loss: 0.9457 Epoch 1/1... Discriminator Loss: 1.0548... Generator Loss: 0.6946 Epoch 1/1... Discriminator Loss: 1.6688... Generator Loss: 0.3562 Epoch 1/1... Discriminator Loss: 1.0246... Generator Loss: 0.7651 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2059... Generator Loss: 0.5697 Epoch 1/1... Discriminator Loss: 0.8921... Generator Loss: 0.9550 Epoch 1/1... Discriminator Loss: 2.2388... Generator Loss: 0.3118 Epoch 1/1... Discriminator Loss: 0.6703... Generator Loss: 1.2725 Epoch 1/1... Discriminator Loss: 1.5163... Generator Loss: 0.3931 Epoch 1/1... Discriminator Loss: 1.9309... Generator Loss: 0.2559 Epoch 1/1... Discriminator Loss: 1.0341... Generator Loss: 0.7063 Epoch 1/1... Discriminator Loss: 1.4190... Generator Loss: 0.4370 Epoch 1/1... Discriminator Loss: 0.4921... Generator Loss: 1.9687 Epoch 1/1... Discriminator Loss: 0.6708... Generator Loss: 1.3116 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7756... Generator Loss: 0.3201 Epoch 1/1... Discriminator Loss: 0.7315... Generator Loss: 1.1610 Epoch 1/1... Discriminator Loss: 1.3606... Generator Loss: 0.4631 Epoch 1/1... Discriminator Loss: 1.4263... Generator Loss: 0.4177 Epoch 1/1... Discriminator Loss: 0.7958... Generator Loss: 1.1057 Epoch 1/1... Discriminator Loss: 0.9299... Generator Loss: 0.8791 Epoch 1/1... Discriminator Loss: 1.2518... Generator Loss: 0.7935 Epoch 1/1... Discriminator Loss: 1.2872... Generator Loss: 0.6149 Epoch 1/1... Discriminator Loss: 1.9868... Generator Loss: 0.2184 Epoch 1/1... Discriminator Loss: 1.5105... Generator Loss: 0.4036 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0724... Generator Loss: 0.6666 Epoch 1/1... Discriminator Loss: 1.2261... Generator Loss: 0.6061 Epoch 1/1... Discriminator Loss: 1.0268... Generator Loss: 0.7536 Epoch 1/1... Discriminator Loss: 0.6308... Generator Loss: 1.4597 Epoch 1/1... Discriminator Loss: 1.3225... Generator Loss: 0.5386 Epoch 1/1... Discriminator Loss: 0.7596... Generator Loss: 1.0843 Epoch 1/1... Discriminator Loss: 0.7158... Generator Loss: 1.1877 Epoch 1/1... Discriminator Loss: 2.2636... Generator Loss: 0.1731 Epoch 1/1... Discriminator Loss: 1.4706... Generator Loss: 0.4247 Epoch 1/1... Discriminator Loss: 0.7120... Generator Loss: 1.1947 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.9250... Generator Loss: 0.2494 Epoch 1/1... Discriminator Loss: 2.0132... Generator Loss: 0.2279 Epoch 1/1... Discriminator Loss: 0.8084... Generator Loss: 1.0151 Epoch 1/1... Discriminator Loss: 1.1273... Generator Loss: 0.6211 Epoch 1/1... Discriminator Loss: 1.6788... Generator Loss: 0.3210 Epoch 1/1... Discriminator Loss: 1.0177... Generator Loss: 0.7153 Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 0.8152 Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.5311 Epoch 1/1... Discriminator Loss: 0.7950... Generator Loss: 1.0291 Epoch 1/1... Discriminator Loss: 0.5452... Generator Loss: 2.0421 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7932... Generator Loss: 1.0657 Epoch 1/1... Discriminator Loss: 0.8227... Generator Loss: 0.9965 Epoch 1/1... Discriminator Loss: 0.5493... Generator Loss: 1.6913 Epoch 1/1... Discriminator Loss: 2.4310... Generator Loss: 0.1499 Epoch 1/1... Discriminator Loss: 1.3384... Generator Loss: 0.5527 Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 0.9670 Epoch 1/1... Discriminator Loss: 0.6937... Generator Loss: 1.5851 Epoch 1/1... Discriminator Loss: 1.5056... Generator Loss: 0.3905 Epoch 1/1... Discriminator Loss: 0.9120... Generator Loss: 0.8620 Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 0.6986 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.7073 Epoch 1/1... Discriminator Loss: 0.9083... Generator Loss: 0.8496 Epoch 1/1... Discriminator Loss: 1.4940... Generator Loss: 0.3789 Epoch 1/1... Discriminator Loss: 1.8359... Generator Loss: 0.2891 Epoch 1/1... Discriminator Loss: 0.5637... Generator Loss: 1.7576 Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 0.6454 Epoch 1/1... Discriminator Loss: 1.2140... Generator Loss: 0.5602 Epoch 1/1... Discriminator Loss: 1.0440... Generator Loss: 0.6995 Epoch 1/1... Discriminator Loss: 1.9014... Generator Loss: 0.2831 Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 0.6410 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9085... Generator Loss: 0.9617 Epoch 1/1... Discriminator Loss: 1.0181... Generator Loss: 0.8558 Epoch 1/1... Discriminator Loss: 2.5296... Generator Loss: 0.1447 Epoch 1/1... Discriminator Loss: 1.0587... Generator Loss: 0.7846 Epoch 1/1... Discriminator Loss: 1.3083... Generator Loss: 0.5081 Epoch 1/1... Discriminator Loss: 0.9445... Generator Loss: 0.8598 Epoch 1/1... Discriminator Loss: 1.1458... Generator Loss: 0.6727 Epoch 1/1... Discriminator Loss: 0.6448... Generator Loss: 1.7767 Epoch 1/1... Discriminator Loss: 0.6951... Generator Loss: 1.2316 Epoch 1/1... Discriminator Loss: 0.8362... Generator Loss: 0.9800 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6779... Generator Loss: 1.4685 Epoch 1/1... Discriminator Loss: 2.0478... Generator Loss: 0.2141 Epoch 1/1... Discriminator Loss: 0.7419... Generator Loss: 1.4189 Epoch 1/1... Discriminator Loss: 0.5520... Generator Loss: 1.7921 Epoch 1/1... Discriminator Loss: 0.8068... Generator Loss: 1.0264 Epoch 1/1... Discriminator Loss: 1.3288... Generator Loss: 0.4912 Epoch 1/1... Discriminator Loss: 1.1308... Generator Loss: 0.6525 Epoch 1/1... Discriminator Loss: 0.7490... Generator Loss: 1.1653 Epoch 1/1... Discriminator Loss: 0.5142... Generator Loss: 1.9459 Epoch 1/1... Discriminator Loss: 1.5555... Generator Loss: 0.3914 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.4991 Epoch 1/1... Discriminator Loss: 0.7062... Generator Loss: 1.4233 Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 1.2545 Epoch 1/1... Discriminator Loss: 0.7926... Generator Loss: 1.0130 Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 0.6735 Epoch 1/1... Discriminator Loss: 0.9792... Generator Loss: 3.2565 Epoch 1/1... Discriminator Loss: 1.4027... Generator Loss: 0.4659 Epoch 1/1... Discriminator Loss: 0.8359... Generator Loss: 0.9542 Epoch 1/1... Discriminator Loss: 1.1952... Generator Loss: 0.5668 Epoch 1/1... Discriminator Loss: 1.9671... Generator Loss: 0.2438 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3548... Generator Loss: 0.5077 Epoch 1/1... Discriminator Loss: 1.2751... Generator Loss: 0.5582 Epoch 1/1... Discriminator Loss: 1.0659... Generator Loss: 0.6968 Epoch 1/1... Discriminator Loss: 0.7276... Generator Loss: 1.1516 Epoch 1/1... Discriminator Loss: 1.0025... Generator Loss: 0.7501 Epoch 1/1... Discriminator Loss: 1.0051... Generator Loss: 0.7413 Epoch 1/1... Discriminator Loss: 1.1833... Generator Loss: 0.6033 Epoch 1/1... Discriminator Loss: 1.4520... Generator Loss: 0.4623 Epoch 1/1... Discriminator Loss: 1.1519... Generator Loss: 0.7164 Epoch 1/1... Discriminator Loss: 1.8930... Generator Loss: 0.2716 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7660... Generator Loss: 0.3120 Epoch 1/1... Discriminator Loss: 2.0030... Generator Loss: 0.2256 Epoch 1/1... Discriminator Loss: 1.1077... Generator Loss: 0.6443 Epoch 1/1... Discriminator Loss: 0.6571... Generator Loss: 1.3671 Epoch 1/1... Discriminator Loss: 1.5961... Generator Loss: 0.3876 Epoch 1/1... Discriminator Loss: 0.7771... Generator Loss: 1.0841 Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.7708 Epoch 1/1... Discriminator Loss: 0.6974... Generator Loss: 1.2426 Epoch 1/1... Discriminator Loss: 0.6006... Generator Loss: 1.5921 Epoch 1/1... Discriminator Loss: 1.0694... Generator Loss: 0.6618 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0062... Generator Loss: 0.7458 Epoch 1/1... Discriminator Loss: 1.0314... Generator Loss: 0.7223 Epoch 1/1... Discriminator Loss: 0.5929... Generator Loss: 1.6188 Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.5099 Epoch 1/1... Discriminator Loss: 1.0554... Generator Loss: 0.7036 Epoch 1/1... Discriminator Loss: 1.2292... Generator Loss: 0.5436 Epoch 1/1... Discriminator Loss: 1.1311... Generator Loss: 0.6014 Epoch 1/1... Discriminator Loss: 1.1976... Generator Loss: 0.5707 Epoch 1/1... Discriminator Loss: 0.7269... Generator Loss: 1.2585 Epoch 1/1... Discriminator Loss: 0.7700... Generator Loss: 1.0457 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4257... Generator Loss: 0.4272 Epoch 1/1... Discriminator Loss: 1.2775... Generator Loss: 0.6492 Epoch 1/1... Discriminator Loss: 1.9680... Generator Loss: 0.2650 Epoch 1/1... Discriminator Loss: 0.7682... Generator Loss: 1.4697 Epoch 1/1... Discriminator Loss: 0.5628... Generator Loss: 2.0841 Epoch 1/1... Discriminator Loss: 2.0504... Generator Loss: 0.2453 Epoch 1/1... Discriminator Loss: 1.4573... Generator Loss: 0.4134 Epoch 1/1... Discriminator Loss: 0.6853... Generator Loss: 1.2488 Epoch 1/1... Discriminator Loss: 1.0923... Generator Loss: 0.6616 Epoch 1/1... Discriminator Loss: 0.9385... Generator Loss: 0.8159 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6637... Generator Loss: 1.2720 Epoch 1/1... Discriminator Loss: 1.9721... Generator Loss: 0.2390 Epoch 1/1... Discriminator Loss: 0.8402... Generator Loss: 0.9367 Epoch 1/1... Discriminator Loss: 0.8073... Generator Loss: 1.0514 Epoch 1/1... Discriminator Loss: 0.7085... Generator Loss: 1.2254 Epoch 1/1... Discriminator Loss: 1.9292... Generator Loss: 0.2582 Epoch 1/1... Discriminator Loss: 0.9692... Generator Loss: 0.8367 Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 0.5463 Epoch 1/1... Discriminator Loss: 0.9900... Generator Loss: 0.8072 Epoch 1/1... Discriminator Loss: 1.0051... Generator Loss: 0.7418 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5621... Generator Loss: 1.6468 Epoch 1/1... Discriminator Loss: 1.1167... Generator Loss: 0.6607 Epoch 1/1... Discriminator Loss: 2.0287... Generator Loss: 0.2397 Epoch 1/1... Discriminator Loss: 0.7341... Generator Loss: 1.1526 Epoch 1/1... Discriminator Loss: 1.5124... Generator Loss: 0.4272 Epoch 1/1... Discriminator Loss: 0.9766... Generator Loss: 0.7844 Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 0.9729 Epoch 1/1... Discriminator Loss: 0.9882... Generator Loss: 0.8524 Epoch 1/1... Discriminator Loss: 0.6918... Generator Loss: 1.5351 Epoch 1/1... Discriminator Loss: 1.0999... Generator Loss: 0.6329 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.7135... Generator Loss: 0.3355 Epoch 1/1... Discriminator Loss: 1.3390... Generator Loss: 0.4950 Epoch 1/1... Discriminator Loss: 1.0013... Generator Loss: 0.7968 Epoch 1/1... Discriminator Loss: 1.4297... Generator Loss: 0.4803 Epoch 1/1... Discriminator Loss: 0.6404... Generator Loss: 1.3649 Epoch 1/1... Discriminator Loss: 0.7909... Generator Loss: 1.0363 Epoch 1/1... Discriminator Loss: 0.9611... Generator Loss: 0.7918 Epoch 1/1... Discriminator Loss: 2.0764... Generator Loss: 0.2499 Epoch 1/1... Discriminator Loss: 2.3520... Generator Loss: 0.1801 Epoch 1/1... Discriminator Loss: 1.0256... Generator Loss: 0.7119 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.5235... Generator Loss: 0.3994 Epoch 1/1... Discriminator Loss: 1.0232... Generator Loss: 0.7401 Epoch 1/1... Discriminator Loss: 0.7419... Generator Loss: 1.1138 Epoch 1/1... Discriminator Loss: 1.2592... Generator Loss: 0.5542 Epoch 1/1... Discriminator Loss: 1.9654... Generator Loss: 0.2403 Epoch 1/1... Discriminator Loss: 0.9891... Generator Loss: 0.8710 Epoch 1/1... Discriminator Loss: 1.7670... Generator Loss: 0.2960 Epoch 1/1... Discriminator Loss: 1.0678... Generator Loss: 0.6590 Epoch 1/1... Discriminator Loss: 1.2432... Generator Loss: 0.5582 Epoch 1/1... Discriminator Loss: 1.5618... Generator Loss: 0.3786 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3023... Generator Loss: 0.5338 Epoch 1/1... Discriminator Loss: 0.6938... Generator Loss: 1.2192 Epoch 1/1... Discriminator Loss: 0.6627... Generator Loss: 1.3222 Epoch 1/1... Discriminator Loss: 1.0150... Generator Loss: 0.7519 Epoch 1/1... Discriminator Loss: 0.4872... Generator Loss: 2.2625 Epoch 1/1... Discriminator Loss: 0.9720... Generator Loss: 0.8136 Epoch 1/1... Discriminator Loss: 0.5179... Generator Loss: 1.9160 Epoch 1/1... Discriminator Loss: 0.7767... Generator Loss: 1.1035 Epoch 1/1... Discriminator Loss: 2.0388... Generator Loss: 0.2469 Epoch 1/1... Discriminator Loss: 0.5125... Generator Loss: 1.9388 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.1899... Generator Loss: 0.1953 Epoch 1/1... Discriminator Loss: 1.1897... Generator Loss: 0.6474 Epoch 1/1... Discriminator Loss: 1.1865... Generator Loss: 0.5742 Epoch 1/1... Discriminator Loss: 0.6176... Generator Loss: 1.5376 Epoch 1/1... Discriminator Loss: 2.1827... Generator Loss: 0.1955 Epoch 1/1... Discriminator Loss: 1.7569... Generator Loss: 0.3121 Epoch 1/1... Discriminator Loss: 0.8111... Generator Loss: 0.9763 Epoch 1/1... Discriminator Loss: 1.5645... Generator Loss: 0.3807 Epoch 1/1... Discriminator Loss: 2.1100... Generator Loss: 0.2033 Epoch 1/1... Discriminator Loss: 0.8173... Generator Loss: 0.9668 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8109... Generator Loss: 1.0150 Epoch 1/1... Discriminator Loss: 0.9490... Generator Loss: 0.9393 Epoch 1/1... Discriminator Loss: 1.2807... Generator Loss: 0.5206 Epoch 1/1... Discriminator Loss: 1.4907... Generator Loss: 0.4803 Epoch 1/1... Discriminator Loss: 0.6283... Generator Loss: 1.4891 Epoch 1/1... Discriminator Loss: 0.7971... Generator Loss: 1.0444 Epoch 1/1... Discriminator Loss: 1.0651... Generator Loss: 0.6972 Epoch 1/1... Discriminator Loss: 0.5502... Generator Loss: 2.0580 Epoch 1/1... Discriminator Loss: 1.4942... Generator Loss: 0.3903 Epoch 1/1... Discriminator Loss: 1.2165... Generator Loss: 0.6150 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.5330 Epoch 1/1... Discriminator Loss: 0.6077... Generator Loss: 1.4921 Epoch 1/1... Discriminator Loss: 0.8067... Generator Loss: 0.9914 Epoch 1/1... Discriminator Loss: 2.1308... Generator Loss: 0.2015 Epoch 1/1... Discriminator Loss: 0.5551... Generator Loss: 1.9254 Epoch 1/1... Discriminator Loss: 0.7449... Generator Loss: 1.2858 Epoch 1/1... Discriminator Loss: 1.3030... Generator Loss: 0.5212 Epoch 1/1... Discriminator Loss: 1.6078... Generator Loss: 0.3426 Epoch 1/1... Discriminator Loss: 1.0412... Generator Loss: 0.7386 Epoch 1/1... Discriminator Loss: 1.6911... Generator Loss: 0.3207 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8120... Generator Loss: 0.9822 Epoch 1/1... Discriminator Loss: 1.4128... Generator Loss: 0.5086 Epoch 1/1... Discriminator Loss: 0.5807... Generator Loss: 2.7329 Epoch 1/1... Discriminator Loss: 0.9255... Generator Loss: 0.8576 Epoch 1/1... Discriminator Loss: 0.9299... Generator Loss: 0.9162 Epoch 1/1... Discriminator Loss: 0.6503... Generator Loss: 1.4491 Epoch 1/1... Discriminator Loss: 1.0140... Generator Loss: 0.8221 Epoch 1/1... Discriminator Loss: 0.9905... Generator Loss: 0.7956 Epoch 1/1... Discriminator Loss: 1.4943... Generator Loss: 0.3970 Epoch 1/1... Discriminator Loss: 1.5219... Generator Loss: 0.3899 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5321... Generator Loss: 1.7805 Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 0.6705 Epoch 1/1... Discriminator Loss: 0.9246... Generator Loss: 0.8341 Epoch 1/1... Discriminator Loss: 0.9283... Generator Loss: 0.8580 Epoch 1/1... Discriminator Loss: 0.5809... Generator Loss: 1.5759 Epoch 1/1... Discriminator Loss: 2.7952... Generator Loss: 0.1084 Epoch 1/1... Discriminator Loss: 1.1705... Generator Loss: 0.5766 Epoch 1/1... Discriminator Loss: 0.8329... Generator Loss: 0.9589 Epoch 1/1... Discriminator Loss: 0.5680... Generator Loss: 1.7640 Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.5176 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.8588... Generator Loss: 0.2909 Epoch 1/1... Discriminator Loss: 1.4567... Generator Loss: 0.4225 Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 0.5897 Epoch 1/1... Discriminator Loss: 1.8400... Generator Loss: 0.2771 Epoch 1/1... Discriminator Loss: 0.7317... Generator Loss: 1.1762 Epoch 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.4718 Epoch 1/1... Discriminator Loss: 1.0423... Generator Loss: 0.7138 Epoch 1/1... Discriminator Loss: 0.6362... Generator Loss: 1.8302 Epoch 1/1... Discriminator Loss: 1.2997... Generator Loss: 0.4825 Epoch 1/1... Discriminator Loss: 1.9551... Generator Loss: 0.2868 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.4236... Generator Loss: 3.1132 Epoch 1/1... Discriminator Loss: 1.5948... Generator Loss: 0.3779 Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 0.9322 Epoch 1/1... Discriminator Loss: 0.6000... Generator Loss: 1.4870 Epoch 1/1... Discriminator Loss: 1.3024... Generator Loss: 0.4951 Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 0.6833 Epoch 1/1... Discriminator Loss: 1.1414... Generator Loss: 0.6381 Epoch 1/1... Discriminator Loss: 1.5459... Generator Loss: 0.3722 Epoch 1/1... Discriminator Loss: 0.7179... Generator Loss: 1.2968 Epoch 1/1... Discriminator Loss: 1.4991... Generator Loss: 0.4658 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7794... Generator Loss: 1.1783 Epoch 1/1... Discriminator Loss: 1.7786... Generator Loss: 0.2851 Epoch 1/1... Discriminator Loss: 0.6793... Generator Loss: 1.2653 Epoch 1/1... Discriminator Loss: 1.3169... Generator Loss: 0.4821 Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 0.4661 Epoch 1/1... Discriminator Loss: 0.7027... Generator Loss: 1.1765 Epoch 1/1... Discriminator Loss: 0.7589... Generator Loss: 1.0920 Epoch 1/1... Discriminator Loss: 0.5925... Generator Loss: 1.7008 Epoch 1/1... Discriminator Loss: 0.8775... Generator Loss: 0.9078 Epoch 1/1... Discriminator Loss: 1.0207... Generator Loss: 0.7016 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 0.6622 Epoch 1/1... Discriminator Loss: 1.9651... Generator Loss: 0.2489 Epoch 1/1... Discriminator Loss: 1.6294... Generator Loss: 0.3618 Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.6441 Epoch 1/1... Discriminator Loss: 0.7166... Generator Loss: 1.2452 Epoch 1/1... Discriminator Loss: 0.7230... Generator Loss: 1.1766 Epoch 1/1... Discriminator Loss: 1.1893... Generator Loss: 0.6234 Epoch 1/1... Discriminator Loss: 0.6106... Generator Loss: 1.5114 Epoch 1/1... Discriminator Loss: 0.8389... Generator Loss: 0.9598 Epoch 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.5013 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 2.3214... Generator Loss: 0.1874 Epoch 1/1... Discriminator Loss: 0.7347... Generator Loss: 1.1581 Epoch 1/1... Discriminator Loss: 0.5068... Generator Loss: 2.3502 Epoch 1/1... Discriminator Loss: 0.7710... Generator Loss: 1.0955 Epoch 1/1... Discriminator Loss: 0.6468... Generator Loss: 1.4178 Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 0.8392 Epoch 1/1... Discriminator Loss: 1.9023... Generator Loss: 0.2782 Epoch 1/1... Discriminator Loss: 1.0773... Generator Loss: 0.6785 Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 0.7404 Epoch 1/1... Discriminator Loss: 1.0977... Generator Loss: 0.6526 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.8772... Generator Loss: 0.2749 Epoch 1/1... Discriminator Loss: 0.6669... Generator Loss: 1.3684 Epoch 1/1... Discriminator Loss: 0.7946... Generator Loss: 1.2190 Epoch 1/1... Discriminator Loss: 0.7754... Generator Loss: 1.0716 Epoch 1/1... Discriminator Loss: 1.0986... Generator Loss: 0.6488 Epoch 1/1... Discriminator Loss: 1.2722... Generator Loss: 0.5190 Epoch 1/1... Discriminator Loss: 0.5584... Generator Loss: 1.6674 Epoch 1/1... Discriminator Loss: 1.5876... Generator Loss: 0.3899 Epoch 1/1... Discriminator Loss: 0.6117... Generator Loss: 1.9618 Epoch 1/1... Discriminator Loss: 0.5974... Generator Loss: 1.4844 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.8615... Generator Loss: 0.8993 Epoch 1/1... Discriminator Loss: 0.7498... Generator Loss: 1.2290 Epoch 1/1... Discriminator Loss: 1.1464... Generator Loss: 0.6019 Epoch 1/1... Discriminator Loss: 1.5595... Generator Loss: 0.4273 Epoch 1/1... Discriminator Loss: 1.7705... Generator Loss: 0.3690 Epoch 1/1... Discriminator Loss: 0.8767... Generator Loss: 0.9297 Epoch 1/1... Discriminator Loss: 0.7809... Generator Loss: 1.1089 Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.5002 Epoch 1/1... Discriminator Loss: 1.0208... Generator Loss: 0.7748 Epoch 1/1... Discriminator Loss: 0.8330... Generator Loss: 0.9744 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.9285... Generator Loss: 0.2839 Epoch 1/1... Discriminator Loss: 1.0394... Generator Loss: 0.7680 Epoch 1/1... Discriminator Loss: 0.5418... Generator Loss: 1.8182 Epoch 1/1... Discriminator Loss: 2.0693... Generator Loss: 0.2676 Epoch 1/1... Discriminator Loss: 1.1081... Generator Loss: 0.7437 Epoch 1/1... Discriminator Loss: 0.5499... Generator Loss: 2.1074 Epoch 1/1... Discriminator Loss: 0.7765... Generator Loss: 1.0994 Epoch 1/1... Discriminator Loss: 0.7956... Generator Loss: 0.9976 Epoch 1/1... Discriminator Loss: 0.9927... Generator Loss: 0.7666 Epoch 1/1... Discriminator Loss: 0.9956... Generator Loss: 0.7994 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.0861... Generator Loss: 0.6607 Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 0.9009 Epoch 1/1... Discriminator Loss: 0.8405... Generator Loss: 1.1374 Epoch 1/1... Discriminator Loss: 0.7467... Generator Loss: 1.1335 Epoch 1/1... Discriminator Loss: 0.6200... Generator Loss: 1.7763 Epoch 1/1... Discriminator Loss: 0.5388... Generator Loss: 1.8469 Epoch 1/1... Discriminator Loss: 1.6195... Generator Loss: 0.3691 Epoch 1/1... Discriminator Loss: 0.8180... Generator Loss: 0.9677 Epoch 1/1... Discriminator Loss: 2.0256... Generator Loss: 0.2098 Epoch 1/1... Discriminator Loss: 1.0471... Generator Loss: 0.7504 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7658... Generator Loss: 1.1049 Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 0.8184 Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 0.6169 Epoch 1/1... Discriminator Loss: 1.4619... Generator Loss: 0.4103 Epoch 1/1... Discriminator Loss: 0.6288... Generator Loss: 1.5181 Epoch 1/1... Discriminator Loss: 0.6184... Generator Loss: 2.1619 Epoch 1/1... Discriminator Loss: 0.4838... Generator Loss: 2.2755 Epoch 1/1... Discriminator Loss: 0.5924... Generator Loss: 1.4924 Epoch 1/1... Discriminator Loss: 1.7852... Generator Loss: 0.2849 Epoch 1/1... Discriminator Loss: 0.7200... Generator Loss: 1.1517 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5533... Generator Loss: 1.6700 Epoch 1/1... Discriminator Loss: 0.6316... Generator Loss: 1.3600 Epoch 1/1... Discriminator Loss: 0.7932... Generator Loss: 1.5807 Epoch 1/1... Discriminator Loss: 1.2274... Generator Loss: 0.5853 Epoch 1/1... Discriminator Loss: 1.0808... Generator Loss: 0.6793 Epoch 1/1... Discriminator Loss: 1.6869... Generator Loss: 0.3485 Epoch 1/1... Discriminator Loss: 1.0539... Generator Loss: 0.7274 Epoch 1/1... Discriminator Loss: 0.9618... Generator Loss: 0.7979 Epoch 1/1... Discriminator Loss: 1.9167... Generator Loss: 0.2658 Epoch 1/1... Discriminator Loss: 0.8120... Generator Loss: 0.9730 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.6835... Generator Loss: 1.3256 Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 0.8024 Epoch 1/1... Discriminator Loss: 1.6633... Generator Loss: 0.3465 Epoch 1/1... Discriminator Loss: 1.1163... Generator Loss: 0.6654 Epoch 1/1... Discriminator Loss: 1.2534... Generator Loss: 0.5261 Epoch 1/1... Discriminator Loss: 0.7129... Generator Loss: 1.2199 Epoch 1/1... Discriminator Loss: 0.6634... Generator Loss: 1.3005 Epoch 1/1... Discriminator Loss: 0.7129... Generator Loss: 1.2034 Epoch 1/1... Discriminator Loss: 0.6852... Generator Loss: 1.3185 Epoch 1/1... Discriminator Loss: 0.8602... Generator Loss: 0.9495 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7939... Generator Loss: 1.0309 Epoch 1/1... Discriminator Loss: 0.8141... Generator Loss: 1.0195 Epoch 1/1... Discriminator Loss: 0.6456... Generator Loss: 1.4777 Epoch 1/1... Discriminator Loss: 0.6943... Generator Loss: 1.7367 Epoch 1/1... Discriminator Loss: 0.6418... Generator Loss: 1.4441 Epoch 1/1... Discriminator Loss: 1.1930... Generator Loss: 0.5777 Epoch 1/1... Discriminator Loss: 1.1160... Generator Loss: 0.6489 Epoch 1/1... Discriminator Loss: 1.2680... Generator Loss: 0.5643 Epoch 1/1... Discriminator Loss: 0.7230... Generator Loss: 1.1373 Epoch 1/1... Discriminator Loss: 1.1489... Generator Loss: 0.5949 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7329... Generator Loss: 1.1730 Epoch 1/1... Discriminator Loss: 2.2171... Generator Loss: 0.2000 Epoch 1/1... Discriminator Loss: 0.6460... Generator Loss: 1.5285 Epoch 1/1... Discriminator Loss: 1.5510... Generator Loss: 0.3739 Epoch 1/1... Discriminator Loss: 0.4975... Generator Loss: 2.0458 Epoch 1/1... Discriminator Loss: 0.8172... Generator Loss: 1.0139 Epoch 1/1... Discriminator Loss: 0.6628... Generator Loss: 1.3106 Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 1.9905 Epoch 1/1... Discriminator Loss: 0.4185... Generator Loss: 3.0743 Epoch 1/1... Discriminator Loss: 0.5460... Generator Loss: 1.7651 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1849... Generator Loss: 0.5690 Epoch 1/1... Discriminator Loss: 1.1178... Generator Loss: 0.6220 Epoch 1/1... Discriminator Loss: 1.2918... Generator Loss: 0.5352 Epoch 1/1... Discriminator Loss: 0.4093... Generator Loss: 2.9658 Epoch 1/1... Discriminator Loss: 1.1244... Generator Loss: 0.6217 Epoch 1/1... Discriminator Loss: 1.5461... Generator Loss: 0.4017 Epoch 1/1... Discriminator Loss: 1.4737... Generator Loss: 0.4161 Epoch 1/1... Discriminator Loss: 1.9919... Generator Loss: 0.2651 Epoch 1/1... Discriminator Loss: 1.7899... Generator Loss: 0.3039 Epoch 1/1... Discriminator Loss: 0.5550... Generator Loss: 2.1075 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.1504... Generator Loss: 0.6446 Epoch 1/1... Discriminator Loss: 0.8372... Generator Loss: 0.9671 Epoch 1/1... Discriminator Loss: 1.0746... Generator Loss: 0.6720 Epoch 1/1... Discriminator Loss: 1.4282... Generator Loss: 0.4232 Epoch 1/1... Discriminator Loss: 1.1125... Generator Loss: 0.6775 Epoch 1/1... Discriminator Loss: 1.2942... Generator Loss: 0.5293 Epoch 1/1... Discriminator Loss: 0.7693... Generator Loss: 1.0553 Epoch 1/1... Discriminator Loss: 1.7668... Generator Loss: 0.2932 Epoch 1/1... Discriminator Loss: 0.7953... Generator Loss: 1.0709 Epoch 1/1... Discriminator Loss: 1.0613... Generator Loss: 0.7294 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.4769... Generator Loss: 0.5133 Epoch 1/1... Discriminator Loss: 0.6779... Generator Loss: 2.9102 Epoch 1/1... Discriminator Loss: 0.8851... Generator Loss: 0.9516 Epoch 1/1... Discriminator Loss: 1.6009... Generator Loss: 0.3741 Epoch 1/1... Discriminator Loss: 1.3597... Generator Loss: 0.4690 Epoch 1/1... Discriminator Loss: 0.8418... Generator Loss: 0.9568 Epoch 1/1... Discriminator Loss: 1.8823... Generator Loss: 0.3224 Epoch 1/1... Discriminator Loss: 0.9081... Generator Loss: 0.8545 Epoch 1/1... Discriminator Loss: 0.5431... Generator Loss: 1.7627 Epoch 1/1... Discriminator Loss: 0.7443... Generator Loss: 1.1441 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.4522 Epoch 1/1... Discriminator Loss: 1.0385... Generator Loss: 0.7147 Epoch 1/1... Discriminator Loss: 0.9242... Generator Loss: 0.8296 Epoch 1/1... Discriminator Loss: 1.2278... Generator Loss: 0.5927 Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 1.3453 Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 1.4069 Epoch 1/1... Discriminator Loss: 0.7296... Generator Loss: 1.1594 Epoch 1/1... Discriminator Loss: 0.7484... Generator Loss: 1.1018 Epoch 1/1... Discriminator Loss: 1.6924... Generator Loss: 0.3265 Epoch 1/1... Discriminator Loss: 0.7365... Generator Loss: 1.4118 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 1.8765... Generator Loss: 0.2630 Epoch 1/1... Discriminator Loss: 1.0933... Generator Loss: 0.6493 Epoch 1/1... Discriminator Loss: 1.2429... Generator Loss: 0.5448 Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 0.8570 Epoch 1/1... Discriminator Loss: 0.8701... Generator Loss: 0.9411 Epoch 1/1... Discriminator Loss: 0.8181... Generator Loss: 1.0787 Epoch 1/1... Discriminator Loss: 1.6807... Generator Loss: 0.3597 Epoch 1/1... Discriminator Loss: 1.0481... Generator Loss: 0.6923 Epoch 1/1... Discriminator Loss: 0.4877... Generator Loss: 2.1054 Epoch 1/1... Discriminator Loss: 0.7221... Generator Loss: 1.2957 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.9355... Generator Loss: 0.8848 Epoch 1/1... Discriminator Loss: 0.9478... Generator Loss: 0.9252 Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 0.6738 Epoch 1/1... Discriminator Loss: 0.6725... Generator Loss: 1.3344 Epoch 1/1... Discriminator Loss: 0.7734... Generator Loss: 1.1057 Epoch 1/1... Discriminator Loss: 1.3460... Generator Loss: 0.4802 Epoch 1/1... Discriminator Loss: 0.5468... Generator Loss: 1.6961 Epoch 1/1... Discriminator Loss: 0.6476... Generator Loss: 1.5812 Epoch 1/1... Discriminator Loss: 0.9211... Generator Loss: 0.9762 Epoch 1/1... Discriminator Loss: 0.6589... Generator Loss: 1.3698 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.5746... Generator Loss: 1.6019 Epoch 1/1... Discriminator Loss: 1.1821... Generator Loss: 0.6580 Epoch 1/1... Discriminator Loss: 1.9106... Generator Loss: 0.2658 Epoch 1/1... Discriminator Loss: 0.9629... Generator Loss: 0.9111 Epoch 1/1... Discriminator Loss: 0.9728... Generator Loss: 0.8382 Epoch 1/1... Discriminator Loss: 1.2963... Generator Loss: 0.5974 Epoch 1/1... Discriminator Loss: 0.7339... Generator Loss: 1.1293 Epoch 1/1... Discriminator Loss: 0.5375... Generator Loss: 1.8154 Epoch 1/1... Discriminator Loss: 1.4118... Generator Loss: 0.4834 Epoch 1/1... Discriminator Loss: 0.7238... Generator Loss: 1.4479 (?, 100) (?, 2048) (?, 2, 2, 512) (?, 7, 7, 256) (?, 14, 14, 128) (?, 28, 28, 3)
Epoch 1/1... Discriminator Loss: 0.7381... Generator Loss: 1.1421 Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.4940 Epoch 1/1... Discriminator Loss: 0.7147... Generator Loss: 1.2035
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.